{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "b2d85bb7",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "# Replication file for 'The Intertemporal Keynesian Cross'\n",
    "### Part I: IKC environment, calibration and iMPCs (sections 3 and 4)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5b824939",
   "metadata": {},
   "source": [
    "Adrien Auclert, Matthew Rognlie, Ludwig Straub\n",
    "\n",
    "April 2024"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "ba05259c",
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "from scipy import optimize\n",
    "import pandas as pd\n",
    "import json"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "ed00c8f7",
   "metadata": {},
   "outputs": [],
   "source": [
    "import jacobian_manipulation as jac\n",
    "from calibration import get_calibration_ikc, get_ha_calibrations\n",
    "import sec34_plots as plots\n",
    "\n",
    "opts = {'texfig': True, 'savefig': True}    # flags for plotting"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9629c590",
   "metadata": {},
   "source": [
    "# iMPC data\n",
    "Load Fagereng et al (2021) income-weighted iMPC data (from spreadsheet provided directly by authors) and lower bound from Italian SHIW (computed in `appendix_shiw.ipynb`):"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "ce4096db",
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_csv('data/FIG2_c1R_inc_weight.csv', header=None)\n",
    "impc_data = df[0].values[4:]   # rows 0-3 are pre-periods, impcs start at 4\n",
    "impc_sd = df[1].values[4:]\n",
    "impc_lb_italy = np.loadtxt('impc_lb_italy.txt')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "8a4fc459",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plots.figure1(impc_data, impc_sd, impc_lb_italy, **opts) "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5d3eef34",
   "metadata": {},
   "source": [
    "# Calibrating heterogeneous-agent models"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "1a43648a",
   "metadata": {},
   "outputs": [],
   "source": [
    "calib = get_calibration_ikc()                       # general IKC parameters\n",
    "calib_ha_one, calib_ha_two = get_ha_calibrations()  # HA-specific parameters"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "499c0baa",
   "metadata": {},
   "source": [
    "## One-asset HA models"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "57dec575",
   "metadata": {},
   "outputs": [],
   "source": [
    "from models_heterogeneous import ha_one\n",
    "params, hh_het, ss_het = {}, {}, {}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "0131010e",
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_ss_impc_one(beta, Z):\n",
    "    ss = ha_one.steady_state({**calib, **calib_ha_one, 'beta': beta, 'Z': Z})\n",
    "    impc = ha_one.impulse_linear(ss, inputs={'Z': 1.*(np.arange(5)==0)})['C']\n",
    "    return ss, impc"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "15da245c",
   "metadata": {},
   "source": [
    "We will calibrate $\\beta$ in two different ways.\n",
    "\n",
    "First, HA-hi-liq calibrates such that assets match our target for government bonds:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "f6ec217a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0.9386249724338022, 6.287814520540989, 0.09829845478672866)"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "beta = optimize.brentq(lambda beta: get_ss_impc_one(beta, calib['Z'])[0]['A'] - calib['B'], 0.6, 0.94)\n",
    "ss, impc = get_ss_impc_one(beta, calib['Z'])\n",
    "beta, ss['A']/ss['Z'], impc[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "277a744b",
   "metadata": {},
   "outputs": [],
   "source": [
    "params['HA-hi-liq'], hh_het['HA-hi-liq'], ss_het['HA-hi-liq'] = {'beta': beta, 'Z': calib['Z']}, ha_one, ss"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6f5ff00d",
   "metadata": {},
   "source": [
    "Next, HA-one calibrates $\\beta$ such that the first iMPC matches the data.\n",
    "\n",
    "This requires abandoning our target for assets, which equal government bonds in equilibrium. The lower level of bonds that results leads to a higher level of post-tax income $Z$, which affects the household steady state. We thus need to solve for $\\beta$ and $Z$ simultaneously.\n",
    "\n",
    "(Note: in theory iMPCs should actually be invariant to the scale of $Z$, but there can be slight differences numerically unless we rescale the asset grid. For consistency, we do not impose scale invariance here.)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "056ed587",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0.8654697058832176, 0.20937729297320293, 0.5111663349999059)"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Y, G, r = calib['Y'], calib['G'], calib['r']\n",
    "def resid_ha_one(x):\n",
    "    \"\"\"Solve for beta and Z that match impc and Y = r*A + G + Z\"\"\"\n",
    "    beta, Z = x\n",
    "    ss, impc = get_ss_impc_one(beta, Z)\n",
    "    return np.array([impc[0] - impc_data[0], Y - r*ss['A'] - G - Z])\n",
    "\n",
    "beta, Z_ha_one = optimize.fsolve(resid_ha_one, [0.93, calib['Z']])\n",
    "ss, impc = get_ss_impc_one(beta, Z_ha_one)\n",
    "beta, ss['A']/ss['Z'], impc[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "866d2978",
   "metadata": {},
   "outputs": [],
   "source": [
    "params['HA-one'], hh_het['HA-one'], ss_het['HA-one'] = {'beta': beta, 'Z': Z_ha_one}, ha_one, ss"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "be0362db",
   "metadata": {},
   "source": [
    "#### Plotting Figure D.2ab: policy functions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "a384fece",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plots.figureD2ab(ss_het['HA-hi-liq'], '(a) Asset policy (HA-hi-liq)', 'hi_liq', **opts)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "59ebd857",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plots.figureD2ab(ss_het['HA-one'], '(b) Asset policy (HA-one)', 'one', **opts)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "af8b2408",
   "metadata": {},
   "source": [
    "#### Plotting Figure D2c: distributions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "a60d7ab9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plots.figureD2c(ss_het, **opts)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4c8c6493",
   "metadata": {},
   "source": [
    "## Two-asset HA model"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3dda0ae7",
   "metadata": {},
   "source": [
    "This is significantly more time-consuming than the previous calibrations, both because it involves a trickier multi-dimensional problem and because the two-asset code takes longer to run.\n",
    "\n",
    "The goal is to find $\\nu$ and $\\beta$ such that we hit the first iMPC and also the asset target. First, like before, set up a simple helper function that returns this information."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "dc4bee29",
   "metadata": {},
   "outputs": [],
   "source": [
    "from models_heterogeneous import ha_two\n",
    "def get_ss_impc_two(beta, nu):\n",
    "    ss = ha_two.steady_state({**calib, **calib_ha_two, 'beta': beta, 'nu': nu})\n",
    "    impc = ha_two.impulse_linear(ss, inputs={'Z': 1.*(np.arange(5)==0)})['C']\n",
    "    return ss, impc"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "3fcc07fe",
   "metadata": {},
   "outputs": [],
   "source": [
    "def resid_ha_two(x):\n",
    "    \"\"\"Solve for beta and nu that match impc and A = B\"\"\"\n",
    "    beta, nu = x\n",
    "    ss, impc = get_ss_impc_two(beta, nu)\n",
    "    return np.array([impc[0] - impc_data[0], ss['A'] - calib['B']])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "62606bae",
   "metadata": {},
   "outputs": [],
   "source": [
    "beta0, nu = optimize.fsolve(resid_ha_two, [0.93, 0.089])\n",
    "# extra run to hit asset market clearing exactly\n",
    "beta = optimize.brentq(lambda beta: get_ss_impc_two(beta, nu)[0]['A'] - calib['B'], beta0-1E-8, beta0+1E-8)\n",
    "\n",
    "# uncomment this and comment out above to skip solving for beta and nu\n",
    "# beta, nu = 0.9309259084629996, 0.08909190912437809"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "828ff9da",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0.9309259084629765,\n",
       " 0.08909190912433046,\n",
       " 6.287814520452134,\n",
       " 0.5111663349998634)"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ss, impc = get_ss_impc_two(beta, nu)\n",
    "beta, nu, ss['A']/ss['Z'], impc[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "db409a74",
   "metadata": {},
   "outputs": [],
   "source": [
    "params['HA-two'], hh_het['HA-two'], ss_het['HA-two'] = {'beta': beta, 'nu': nu, 'Z': calib['Z']}, ha_two, ss"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "53908bd1",
   "metadata": {},
   "source": [
    "#### Plot Figure D.3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "63a0ba4e",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plots.figureD3ae(ss_het['HA-two'], **opts)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "c78cfa5c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plots.figureD3f(ss_het['HA-two'], **opts)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a07ec179",
   "metadata": {},
   "source": [
    "#### Table D.1: Distributional statistics for all heterogeneous-agent models"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "2614fe04",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>HA-hi-liq</th>\n",
       "      <th>HA-one</th>\n",
       "      <th>HA-two</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Share of HtM (aliq = 0)</th>\n",
       "      <td>0.04</td>\n",
       "      <td>0.58</td>\n",
       "      <td>0.58</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Share with liquid assets aliq &lt;= 0.1</th>\n",
       "      <td>0.14</td>\n",
       "      <td>0.80</td>\n",
       "      <td>0.78</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Share of WHtM (aliq = 0, ailliq&gt;0)</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Share of income to HtM</th>\n",
       "      <td>0.01</td>\n",
       "      <td>0.30</td>\n",
       "      <td>0.36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Share of income to aliq &lt;= 0.1</th>\n",
       "      <td>0.05</td>\n",
       "      <td>0.57</td>\n",
       "      <td>0.61</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Share of income to WHtM</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Gini coefficient</th>\n",
       "      <td>0.60</td>\n",
       "      <td>0.90</td>\n",
       "      <td>0.94</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Top 10pc share</th>\n",
       "      <td>0.40</td>\n",
       "      <td>0.83</td>\n",
       "      <td>0.89</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Post-tax income</th>\n",
       "      <td>0.47</td>\n",
       "      <td>0.61</td>\n",
       "      <td>0.47</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                      HA-hi-liq  HA-one  HA-two\n",
       "Share of HtM (aliq = 0)                    0.04    0.58    0.58\n",
       "Share with liquid assets aliq <= 0.1       0.14    0.80    0.78\n",
       "Share of WHtM (aliq = 0, ailliq>0)          NaN     NaN    0.28\n",
       "Share of income to HtM                     0.01    0.30    0.36\n",
       "Share of income to aliq <= 0.1             0.05    0.57    0.61\n",
       "Share of income to WHtM                     NaN     NaN    0.22\n",
       "Gini coefficient                           0.60    0.90    0.94\n",
       "Top 10pc share                             0.40    0.83    0.89\n",
       "Post-tax income                            0.47    0.61    0.47"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "plots.tableD1(ss_het).round(2)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "95578ce9",
   "metadata": {},
   "source": [
    "#### Computing M and A matrices for heterogeneous-agent models\n",
    "Now that we've calibrated the heterogeneous-agent models, we'll compute their M and A matrices, which we'll need for later."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "f3b7d786",
   "metadata": {},
   "outputs": [],
   "source": [
    "Ms, As = {}, {}\n",
    "T = 80 # won't need more than this\n",
    "for m in ss_het:\n",
    "    J = hh_het[m].jacobian(ss_het[m], inputs=['Z'], outputs=['C', 'A'], T=T)\n",
    "    Ms[m], As[m] = J['C', 'Z'], J['A', 'Z']"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5e520cba",
   "metadata": {},
   "source": [
    "# Calibration of analytical models"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "60c44876",
   "metadata": {},
   "source": [
    "We will now go through each of the five analytical models (RA, TA, BU, TABU, ZL) and calibrate parameters, to the extent possible, to fit iMPCs, and then obtain the full T-by-T M matrices for the calibrated versions."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "e0dee51a",
   "metadata": {},
   "outputs": [],
   "source": [
    "from models_analytical import MA_RA, MA_TA, MA_BU, MA_TABU, MA_ZL\n",
    "r = calib['r']"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "553928b3",
   "metadata": {},
   "source": [
    "#### RA model\n",
    "For the RA model, there is nothing to calibrate: the steady-state $r$, fixed across all our models, pins down $\\beta=1/(1+r)$ and thus the Jacobians."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "780112c5",
   "metadata": {},
   "outputs": [],
   "source": [
    "Ms['RA'], As['RA'] = MA_RA(r, T)\n",
    "params['RA'] = {}"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f8bc093d",
   "metadata": {},
   "source": [
    "#### TA model\n",
    "For the TA model, we can choose $\\mu$ so that $M_{00}^{TA} \\equiv \\mu + (1-\\mu)M_{00}^{RA}$ equals our data $M_{00}^{data}$. Solving, we see that\n",
    "$$\n",
    "\\mu = \\frac{M_{00}^{data} - M_{00}^{RA}}{1-M_{00}^{RA}}\n",
    "$$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "fc30baa8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.48672465174999996"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mu = (impc_data[0] - Ms['RA'][0,0])/(1-Ms['RA'][0,0])\n",
    "params['TA'] = {'mu': mu}\n",
    "Ms['TA'], As['TA'] = MA_TA(r, mu, T)\n",
    "mu"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8139b44f",
   "metadata": {},
   "source": [
    "#### BU model\n",
    "For the BU model, we need to set $M_{00}^{BU} \\equiv m = 1 - \\frac{\\lambda}{1+r}$ equal to $M_{00}^{data}$. It follows that\n",
    "$$\n",
    "\\lambda = (1+r)(1 - M_{00}^{data})\n",
    "$$\n",
    "We also have a somewhat arbitrary choice of $\\beta$ to make. In our parametrization of the BU $\\mathbf{M}$ matrix, $\\beta$ only affects anticipatory behavior, and not $M_{\\cdot,0}$. which is where we have data. For consistency with the similarly-behaved HA-one model, we'll choose our $\\beta$ to match it."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "d7705a86",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.5132753482500001"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "lamb = (1+r)*(1-impc_data[0])\n",
    "beta = ss_het['HA-one']['beta']\n",
    "params['BU'] = {'beta': beta, 'lamb': lamb}\n",
    "Ms['BU'], As['BU'] = MA_BU(beta, r, lamb, T)\n",
    "lamb"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "943ea571",
   "metadata": {},
   "source": [
    "#### TABU model\n",
    "Now, we have two free parameters, $\\mu$ and $\\lambda$, which map to the first two iMPCs by:\n",
    "$$\n",
    "\\begin{align}\n",
    "M_{00}^{TABU} &= \\mu + (1-\\mu)(1-\\frac{\\lambda}{1+r}) \\\\\n",
    "M_{10}^{TABU} &= (1-\\mu)\\lambda(1-\\frac{\\lambda}{1+r})\n",
    "\\end{align}\n",
    "$$\n",
    "We calibrate them to match the first two iMPCs that we obtained for the HA-one model:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "f6c8f871",
   "metadata": {},
   "outputs": [],
   "source": [
    "def resid_tabu(x):\n",
    "    mu, lamb = x\n",
    "    m = 1 - lamb/(1+r)\n",
    "    return Ms['HA-one'][:2,0] - np.array([mu+(1-mu)*m, (1-mu)*lamb*m])\n",
    "mu, lamb = optimize.fsolve(resid_tabu, [0.5, 0.5])\n",
    "params['TABU'] = {'beta': beta, 'mu': mu, 'lamb': lamb}\n",
    "Ms['TABU'], As['TABU'] = MA_TABU(beta, r, lamb, mu, T)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f1df2c73",
   "metadata": {},
   "source": [
    "#### ZL model\n",
    "The ZL model has the same parameters as the TABU model and the same mapping of these parameters to the first column of iMPCs (although subtle differences afterward). We therefore use exactly the same calibration."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "f6b871a6",
   "metadata": {},
   "outputs": [],
   "source": [
    "params['ZL'] = {'beta': beta, 'mu': mu, 'lamb': lamb}\n",
    "Ms['ZL'], As['ZL'] = MA_ZL(beta, r, lamb, mu, T)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "46aad4d8",
   "metadata": {},
   "source": [
    "## Table 2: completed calibration"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "c0db2230",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>RA</th>\n",
       "      <th>HA-hi-liq</th>\n",
       "      <th>TA</th>\n",
       "      <th>BU</th>\n",
       "      <th>TABU</th>\n",
       "      <th>ZL</th>\n",
       "      <th>HA-one</th>\n",
       "      <th>HA-two</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>eis</th>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>r</th>\n",
       "      <td>0.05</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A/Z</th>\n",
       "      <td>6.29</td>\n",
       "      <td>6.29</td>\n",
       "      <td>6.29</td>\n",
       "      <td>6.29</td>\n",
       "      <td>6.29</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.21</td>\n",
       "      <td>6.29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>beta</th>\n",
       "      <td>0.95</td>\n",
       "      <td>0.94</td>\n",
       "      <td>0.95</td>\n",
       "      <td>0.87</td>\n",
       "      <td>0.87</td>\n",
       "      <td>0.87</td>\n",
       "      <td>0.87</td>\n",
       "      <td>0.93</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mu</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.49</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.29</td>\n",
       "      <td>0.29</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lambda</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>0.51</td>\n",
       "      <td>0.72</td>\n",
       "      <td>0.72</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>0.51</td>\n",
       "      <td>0.31</td>\n",
       "      <td>0.31</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>rho_e</th>\n",
       "      <td></td>\n",
       "      <td>0.91</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>0.91</td>\n",
       "      <td>0.91</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sd_e</th>\n",
       "      <td></td>\n",
       "      <td>0.92</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>0.92</td>\n",
       "      <td>0.92</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>theta</th>\n",
       "      <td></td>\n",
       "      <td>0.181</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>0.181</td>\n",
       "      <td>0.181</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ailliq/Z</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>4.83</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>spread</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>0.08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nu</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>0.089</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            RA HA-hi-liq    TA    BU  TABU    ZL HA-one HA-two\n",
       "eis        1.0       1.0   1.0   1.0   1.0   1.0    1.0    1.0\n",
       "r         0.05      0.05  0.05  0.05  0.05  0.05   0.05   0.05\n",
       "A/Z       6.29      6.29  6.29  6.29  6.29   0.0   0.21   6.29\n",
       "beta      0.95      0.94  0.95  0.87  0.87  0.87   0.87   0.93\n",
       "mu         0.0      0.01  0.49   0.0  0.29  0.29    0.3   0.36\n",
       "lambda                          0.51  0.72  0.72              \n",
       "m                               0.51  0.31  0.31              \n",
       "rho_e               0.91                           0.91   0.91\n",
       "sd_e                0.92                           0.92   0.92\n",
       "theta              0.181                          0.181  0.181\n",
       "Ailliq/Z                                                  4.83\n",
       "spread                                                    0.08\n",
       "nu                                                       0.089"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = plots.table2(params, ss_het, calib, calib_ha_one, calib_ha_two)\n",
    "df"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "953febc7",
   "metadata": {},
   "source": [
    "# iMPCs in data vs. models"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fd1ba76f",
   "metadata": {},
   "source": [
    "#### Figure 2\n",
    "Plot the M matrices against the data:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "c4000848",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x324 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x324 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plots.figure2(impc_data, impc_sd, Ms, **opts)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a770cdc4",
   "metadata": {},
   "source": [
    "#### Figure 3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "6491a5e3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plots.figure3_and_D1(Ms, Mflag=True, **opts)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1fbc6fd2",
   "metadata": {},
   "source": [
    "#### Figure D.1\n",
    "Essentially the same as the previous figure, just with asset Jacobians."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "feafc6f7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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ViV8FoK6pjkXbFkXkO9tDdUO13+dXdr0SM3NFCsuNivoHKg6wu3R3lEcjCOc+IhgdxKVc9kS+T4o/YdXhyJQ9dwa80xPSmTpwKqN6jQLg+W3PR70QouWSSolPAaCopog1R9ZEc0g2TvfYBwc/iN5AgtDka2JH0Q7KaltqbS8IsYcIRif46sSvEu+KByIX/LbiF2BYGEop28ooqSnh9d2vR+R7Q8VySX0m9zNkJGYA8NInL8WEC6i2sdZ+v69sH0cqj0RxNP5sL9rOmiNreGPPGxJjEc4ZRDA6QXZqNrMumAXAkk+WUHSmKOzf4XRJpSemA3D9iOvpndobgL9t/lvUbs4N3gbbwumZ3NNOBCisKGTLqS1RGZOTwAD8ioMrojSS5lgPAnVNdeIuE84ZRDA6yQOTHwCMbnyRmB8R6JICYy7I3RPuBmBv2d6ouYCcAe/U+FSuG3Edie5EwLAyok1tU63f522ntlFSUxKl0fjjdCVuPbUVn/ZFcTSCEBoiGJ3k0sGXMjZ7LAALChaE/R9+oEvK4s5xd5IclwxEbyLfmYazKbWpCamkJ6ZzzbBrANh8arMddI4WloVhJSdoNCsProzmkGycglHdUM3+sv1RHI0ghIYIRidRStkptgcrDrJ0z9Kwnj8wS8r53nKHrTmyht0lXe/WcM7BSI1PBeCm0TfZkxqjaWVore0YRq4nlwuyLwBg/fH1zWbOR4PAZIVYcOEJQluIYISBuyfcTVpCGgDfXvZt6pvqw3Zuy8JwKzdJcUl+2/77wv+2b85/2/y3sH1nqARaGAC9U3tz+eDLAVh9ZDWnqk91+bjAyELyaiO9Nzk+mU/nftpeHwtZXNZvRKEAKKsti6mgvCAEQwQjDGQkZfDEFU8AsKd0D79Y+4uwndt6Gk5PTEcp5bdtUMYgZg6dCcDre16PSNC9NYJZGAC3jrkVAJ/28eruV7t0TBbO+EVSXBK5nlxyMnIAWHN4TVhFvSNYFsaQnkPsTDuxMoRYRwQjTHzzkm8yvvd4AH7y4U/YV7YvLOe1XFJOd5QTqwtgk6+py2MZwSwMMG6CeX3zAHhn/zt+cZiuwpkhlRyXjFKKTw8xrIzaplo+PvZxl4/JiSUY6QnpjMkeA8DxquNdLvqC0B5EMMJEvDueP91gzMWo99bztTe/FpZ0V+tma2VIBTKx30Qm9ZsEwHNbnmPbqW2d/s5QacnCAPj8BZ8HjBvjm3vf7LIxWTjnYFiuvLHZY8lOyQZg5cGVUZuR7vV5bXdZgjuB8b3H267FLSfFyhBiFxGMMDJt0DS79Pm7+99l8SeLO31OWzASgwsGwBNXPEGcKw6v9vKd977TZe4Wy8JQqGbxlfG9xzO853DAcJd1tQvI6ZJKjjeyyZRSXJl7JWA0wNp8cnOXjsnCGfBOjEskNSGV4ZnGtTpQcUDKxAsxiwhGmPnZjJ+RlZIFwMNvP9xpd4xVq6lHQnCXFMCorFF8/aKvA8aM5v/7z/916jtDxbIwUhNSm8VXlFK2lXG6/nSXt5Z1uqScYjap/yTbWltxcEVUJj3We8+KZ4I7AYAL+1xor9t6amuXj0kQQkEEI8xkJmfyy5m/BOBE9Qm+9/73OnW+UCwMgNmTZtvzQZ7Z9EyXPD1bFkagO8pi6sCp9E3tC8DzW5+ntKY04mOycLqkrPkqAHGuOC7PMbK4TlafZFfJri4bk4XTwrAEo2dyTzsov6d0T5f1ixeE9iCCEQG+dOGXuCLnCgB+t/53bDyxscPnaiuGYeF2uZk/Yz7xrnh82sd3ln8n4r0pbAujBcFwu9zcm3evve9THz/VZU/0fkHv+GS/bVMGTrFnpEejKGEwwQC4sK9hZXi1l+1F27t8XILQFiIYEUApxR+v/6N9877/jfs7FGD1+ry2L76lLCknI3qN4KFLHgIMX/hT655q93e2B9vCSAguGACXDLyEq4ZcBcCmk5t4a99bER2ThXXdXMplp61aJMcnM3XQVAD2l+/ncOXhLhmThV8MwxQugL5pfemT2gcwKiBHuxKxIAQighEhxmSP4dvTvg0Ys4sXFCxo9zmCFR5si3sm3sOEPhMAYzLfphOb2v29odKWhWFxX959dnbSM5ue4djpYxEbk4VlYSTFJTWLrwBcNvgy3MoNwFt73+rSWEZLFgactTIavA1RcZcJQmtEXDCUUnlKqQVKqcVKqQKl1PwQjvGY+5crpbR53IxIjzXcfPfy75LryQVg3nvzOFl9sl3Ht1RHqjXcLjc/u+pnJLgT0GjmLp/r588PJ86gd2ukJqTyyJRHAONG+Jt1v4l4Sqv1NzvjF04ykjK4eMDFgFHAce2RtREdjxNnxligYORk5OBJ8gBGsUQpSijEEhEVDKVUHrAYmKu1vg24CpitlGrrcfsAMBR4ElgI5AHLzjXRSIlP4ffX/R4wbv7feudb7To+WKXaUBiWOYyHL3kYgEOVh/jNut+063tDpa2gt5PxfcZz06ibANhdupslnyyJyJgsnBZGS1w/8np6JvUE4I09b1B8pjiiY7KwLAyFIt7t7y5TStkZU2caz7C3dG+XjEkQQiHSFsZ8YIHWugLAfH0SmN3SAUqpoUCh1nqS1vrnWus5wCRz89zIDjf8XDfiOj4/xkgvXbR9UbtmY3fEJWXx5U99mYl9JwLGhL71x9a36/i28GmfHSdoy8Kw+NKFX2JQj0GAcS0iWaHVGltgwNtJUlwSd467E4Wi0dfIC9te6JLJfJZgBFoXFsMzh9sdDNcfXx/1MiaCYBExwVBKeYAZwPKATRvN7bNaONRDgDBorTcChcDksA6yi/jttb+1n2Tve/0+Xtn1SkjHdcQlZeF2ufnZjJ+R6E5Eo5n33rywpmoG9sIIhQR3Ao9OfRS3cuPVXn710a8iFthtyyVlMSxzmJ1me+T0Ed478F5ExuPEmoeRGJcYdLvb5eai/hcBxnVefXh1xMckCKEQSQvDurlXBKzfYL5mBjtIa71Rax0oMtZ5ottgoYMM7DGQpV9YSkp8Cj7t484ld4aUzul0SbVXMMAo6/3o1EcB42b40FsPhe1ptaU6Um0xLHMYd427yx7T37f8PSzjCSQUl5TFZ0d8lr5pxnyR5YXLI141ti0LA4zJmNa8jP3l+8NWm0wQOkMkBcNjvrbU5X5YqCcyrZU8DHdWsO2zlVIblFIbiou7xg/dXqYOmspLt79EnCuOem89Ny66sc0MJqeFYZVPby93X3g30wdNB2DV4VV8461vhOWpvrU6Um0x64JZjOo1CoBXd78akfpXobikLOJccXxh/BdwKzc+7eOFbS9EtM92KIIBcHnO5bbgrT682p71LwjRIpKCMTTYSiueAbRn2u88YLnWOmikVGu9UGs9WWs9OTs7u32j7EKuHX4tz978LGDEJ679x7WtBjWtGIZCdVgwXMrF76/7ve3iWHloJQ+99VCnRaOjFgYYLpdHpjxiZ3L9dt1v/c7XWbw+r/33teWSsuif3p9rhhvdAotrinljzxthG08goQpGcnyy7S5r8Daw8uDKqPVvFwSIrGBUmK9BXU80d1UFxcyMmqW1nhmGMUWdL4z/Ak9f+zQARWeKuPr5qzledTzovpZLKi0hza5m2hGS45NZ+LmFdlXbFQdX8M23vtmpp+jOWBgAA3oM4Kuf+ioARTVF/PjDH4ct/ddZqykUl5TFlblX2mnQa46sYU/pnrCMJxDLLdiWYIDhVrSssWNVx9hRvCMiYxKEUIikYASNN5juJWjZVeXcdyiwgLNZUt2Cb1zyDb5/+fcBo63rNc9fQ3ltebP9Qq0jFQop8Sn8+XN/tjOn3j/4Pg+//TBNvqYOna8zFobFdSOu45IBlwCwo3gHT3zwRFgC8351pEJwSVm4lIu7xt1l38hf3P5iRGo6WRaGc5Z3a0wdNNVOq/746MdBfyuC0BVEUjAsQcgLWG9ZHMEC2zamsCwGZjrcWN2GH1z5Ax6c/CAA24u2c8OiG5rdnEKtIxUqqQmp/OXGv9iisfzAch55+5EOiUZnLQww5hzMnT7XdpftLNnJ91d8v9PuKb/S5iG6pCx6pfSy54ucrj/Nyztf7tRYAvFpH40+w7ILxcKw9rOaP3m1lxUHV8iEPiEqREwwzFTYCiDQlTQD2BiCCLwH3Ke1Piczo9pCKcXTn32aO8beAcDaI2u5+cWbKas9a3hVN5qlzTuQIdUSaQlp/Plzf7bLh7xb+C6PvvNou+cfOG/q1pyBjhDvjufxyx63LY3dpbv53orv+WWItZeWSpuHysUDLuaC7AsA2Hxyc1hngTvdgKEKBhh1pj7V91MAlNSUdKqgpSB0lEhP3JuLMbPbGQCfA9xnfVBKzTfLfwx1rFuGYaHcYW6f7ygv0uKkv3MNt8vNc7c8Z/flXla4jIkLJto3qHBbGBbpiek8c+MzdkvZt/e/zaPvPtqu6raWhZEUl4Tb5e7UeOJccXzn0u8wbeA0wCjV8d33v9th0eioS8pCKcVtF9xmW04v73yZNYfXdGgsgQQ2T2oPk/pNIjPZMNA3ndjEqepTYRmTIIRKRAVDa70QQyAWmzd7q0yI8/GoFCPeUQZglg2ZYS6POZbZwCy6WTwjwZ3Ay3e8zM2jbwbgcOVhLv/b5Ty56klO14UvhhFIj8Qe/PWmv9o9NN7a9xa3/vNWdhSFFlS1LIyOZm8FEueK43+m/w+XDb4MgMKKQh5/7/EOdZ9zuqQ6YmGAcc3vybvHdmn9e9e/+fDQhx06l5NgzZNCxe1y85khn8GlXGg0Kw6uiGj6ryAEEvHig2bK6ySt9W3msjxg+8+11sMc5UPmaK1VK8ucSI+5q0lLSOPl21/m/z77fyS4E/BqL4+//zgFJwrw+rxhdUk56ZHYg/yb88nrZ4SZ9pfv57bFt/GH9X9o00VlWRgpcR13RwUS54rj0amP2r1EDlYe5PH3HqeirqJd5/HrhdHOGIaTwRmDuX/y/bbL7bXdr7HiwIoOnw9ar1QbCpnJmXbRRKuTYUcTFwShvUh58xhBKcXXL/466+5Zx4jMEYAxD+NgxcEW027DQY/EHjx/y/M8fMnDdsmOpz5+irteuouDFQdbPC6UXhgdwe1y862p37J7aBw+fZh5y+e1q2eF0yXVXrdPIAN6DOD+yffb7qmle5eyvLDVfI1W6axggNEvfWCPgQAcPX2Ut/e9LaIhdAkiGDHGxH4TKZhdwO0X3A4YWTF/3PBH/ve9/43YTcHtcvPARQ+w+LbFDM8cDsCWU1u4+cWbeWHbC0Eni1kWRrhcUk5cysU3L/mmHds5WnWUb779TZZ8siSk4LxlYSS6Ezs1f8Wif3p/HrjoATuW9Pa+t3ln3zsdmkTXUvOk9qCU4uphV9M/vT8Ax6uO8+beN8U9JUQcEYwYJD0xnV9f82v6pPZBYTT/+enqnzJxwURe3vlyxFIqx/Yey8u3v8yXL/wyYMQCfrjyh9z72r3NAqyWhdGZDKnWUErxjYu/we0X3I5C0eRr4tktz/LYssfarPXUnrIgodI3rS8PXvSg7R5cVriMN/e+2W7RaK0XRnuIc8Vx7fBr7eq/J6tPsnTvUunSJ0QUEYwYpbqhmoykDHI8OXYRuu1F2/n8vz7PpIWTeHXXqxEpE5EYl8i8y+bx3M3P0S+tHwCrj6zmmuev4clVT9rCEWq3vc6glOLuC+/mFzN/wYD0AQDsKdvDN9/+Jv/e+e8WhTPUSrXtJTs1mwcvetBucLTi4Ape2/1au/4/OG/ogb0w2kucK46rh11t/z6KzhTxxp43pBy6EDFEMGIUK6U2wZ1A/k35/PQzP7VTKjef3MzN/7yZi/58EUv3LI2IcFwy8BJev+t1bh51M2A8tedvyeeq567ie+9/j5KaEiAyLqlARmWN4unPPs0to2+xe1f8dfNfmbtsbtB2r+2pVNteslKyePCiB+1y9asOr+IP6/9gX4+2sAQj3hUfFneZ2+Vm5rCZDPEMAYw5Gm/seaNdKdKCECoiGDGKs3lSdmo28y6bx4FvHuDHn/6x/YRbcKKAGxbdwJRnpvD2vrfDLhzpienMnzmfZ29+likDpwDQ6GvkxR0vsvbIWj4p/qRDaa8dIcGdwFcnfpX5M+bTP83w3e8q3cVDbz/Ekk+W+AW6I+GScpKZnMnXLv6a3af8QMUBfrX2V6w6tKrN/wdWWm1n3FGBuJSLq4ZexbCeRgHo0tpSXt/9ekTKmgjnNyIYMUqw0uY9Envw3cu/y4FvHuAHV/zA9qf/59h/+Ow/PsuI/xvB91d8n53FO8M6likDp/Dszc/yz1n/5DO5n7FviqeqT/GzNT/ja0u/xkdHPuqSbnVjssfw9Gef5qZRN6FQNHgbeHbLs3zl1a/w9y1/p7Ku0n66DrdLyoknycMjUx/h0sGXAoaQvrr71TatDbuOVCeztwJxKRefGfIZRvYaCUB5XTmv737dr3KAIHQW1d3KJU+ePFlv2LCh7R1jnL9v+Ts/WfUTANbds46eyT2b7VNeW86vP/o1T338lJ9FAjCx70S+MP4L3DH2DgZlDArr2FYcWME9r91D0ZkiMpMz7Sf5zORMrhl2DdcOv5aL+l/U6RngbbG9aDu//8/vOVp11F6X4E6gprGGnIwcrhl2DbeMuSWiYwDYX7aff+34F6W1RsX+OFcc1424jksHX9rM7fTGnjc4XnWcvml9uXHUjWEfi9aaVYdXsatkF2AISV6/PD7V91NhcYEJ3RelVIHWutWupiIYMcof1v+Bpz5+CoAdD+4gzhXX4r6lNaU8t+U5Fm1fxPrjzXt3X55zOXeOvZMZQ2cwPHM4SqlOjW1n8U4eW/4YtY215GTksO7YumYpv72Se3H1sKu5bsR1TOo3KWLiobVm3dF1vLTzJXaX7kZrzc4Sw8K6IucKHr/scTtVOJI0eBt4c++bfu1Ucz253DH2DrJTz/ZoeXnny5TUlDA4YzDXDr82ImPRWlNwooBNJzahMf59Z6VkcUXOFfRK6RWR7xTOfUQwzmF+tvpn/G3z30iOS2bz/ZtDPm5v6V4WbV/EC9teYHfp7mbb+6X144rcK7h88OVckXsFY7LGtFtANhzfwA9X/hCAX878JX3T+rK8cDlv7XuLtUfW4tX+rqleyb2YMnAKk/tPZlK/SYzoNSLsT7taa3YU7+DF7S+yaPsiAHqn9iYrJYsRmSOYNmga0wdNp196v7B+byCB1oZLubiwz4VcmXslA3oM4MXtL3K6/jTDM4fzmSGfiehYis8U88HBDyivK7fHMrHvRCb2myjWhtAMEYxzmMffe5yXdr5E79TerPrKqnYfr7Vm08lNvLDtBRZtX9TibPHslGwuz7mc6YOmM6HPBMb1HkeftD6tnnvlwZX88qNfAvCn6//EgB4D7G2VdZWtigcYsZi8vnlM6j+Jyf0nM673uLAFgSvqKvifZf/D3tK9+LSPjKQMv+25GblMHzydqQOnMjhjcKetrWAEszYARmSOoKKuAk+Sh7G9x9rxj0ji9XnZeGIjm09utq2NXsm9uCL3CrJSsiL+/cK5gwjGOcxDbz3EO/vfYXjmcJZ+YWmnzuXTPrad2sbKQytZeWglHx76sNXAbHZKNuP7jGd8b3PpM55RvUbZN983977JHzf8EYDnbn4uaHwFzorH+wfep+BEgf2kG0icK44hniGM7DWS4ZnDGdlrJCMyRzCwx8B2u7JOVJ3gVx/9CoDrR1zP0dNHWXNkDceqmqffDkgfwLRB05jQZwKjeo0Ke1bV8arjrDiwgi2ntthzRrae2kpGUgafG/k5vjj+ixGP81iU1JTwwcEP7CC4S7kY33s8E/pMiFg2mXBuIYJxDvPlV77MR0c/YmLfibw468Wwntunfews3mkLyMqDKzl1pu1S2T2TepLrySXeFU9xTTEp8Sn86MofMaLXCPqn9yczObPFJ3atNQcqDrDh+AY2HN9AwYkCjp4+GnRfi0R3IsMyhzGs5zAGpA9gQI8B9E/vz8AeA+mX1i9optGB8gP8fv3vAZg9aTYje41Ea82R00dYe2Qtaw6v4WDlwWbHKRRDPEMYkz2GMVljGJM9huyU7LBYIOW15Xx46EPWHlnLppObAGPm+MheI7lkwCWM7zPemNUfAWvHiU/7bGvDEjC3cjOy10gm9JnQzBoTzi9EMM5hbv3nrewo3sHlgy/nzzf+OaLfpbXmeNVxthVtY3vRdrYVbWPbqW18UvyJXznutoh3xdM7tTd90/raS5/UPvRJ60Ov5F5kJmf6LfVN9Ww6uYntRdvZW7aXvWV7OVl9MuTvy07JZkCPAfRJ7UNWShZZKVnUNdWx7ug6kuOT+fpFX+fCvhc2c3edqDrBmiNr+OjIR+wpa7lvd2ZyJqN7jSbHk8PgjMEM6jGI/un9OzxDu/hMMT9d9VP2le0jKyXLLwCdlZJlW3ODegyKqHiU1pSy6vAqis4U+a3P9eQyoc8E+qb1jdh3C7GLCMY5zMy/z+Rw5WFuGHEDv7rmV1EZQ5OviX1l+9hetJ3C8kIOlB/gYOVBNp3YRHFNcVhqWmUkZtAzuSc9EnvQI7EHKfEpdu2o+qZ6qhuqqWqo4kzjGRQKpRQu5cKF6+x7ZbxXKOq99XbjpZ7JPYlzxZESn4InyUNGYgYZSRlkJGbgSfLQI7EHie5EKusrKa0p5dSZU5ysPolGE6ficLvcuF1uvwCxS7nol9aPQT0GMShjEAPSB9A7tTfZqdlkpWS1ms1WVltmFFDUXvqk9OFAxQFOVJ9otl+PxB6M7z2ecb3HMaTnkFbP2RlOVJ1gy6ktzSoB90ntw4Q+E8j15Ebc6hFih1AEIzK/RKHTWDe9SDRPCpU4Vxyjs0YzOmu03/qfr/k5qw6tIjM5kwcueoCDFQc5WX2Sk9Un7ZuutRSdKWpVWCrrK6msD/9scYXidP1p3C63LTQK5ScufuvMz2C4bnzah9fnxau9aK1xuQxhcis3buXG5TLex7nijPUu431aQhqeRA89k3vaVpUlUC6Xi10lu0iJT2Fk5khuGn0TZxrOsL98P3tL93K86jhul5vKukrWHFnDmiNrcCs3A3oMICcjh1xPLjmeHHumf2fpl96Pfun9qKirYOuprewp3YNP+zh15hTLCpeRHJdMrieXXE8u/dP7d1m8RYhdRDBiEK21PdM7Us2TOsOZhjOgDDfKlIFT7LIhwfD6vJTVljVbyuvK/T5XNVRxuv50s6WjNZE0Gq/24vWGafZ5mCex/2z1z5oJl4VG+1lTCmWIlHLhcrmId8WTHJ9MSlwKKfFnl4S4BBLcCSS6E+3XpLgkEuPMV8fn5LhkkuKSSI5LJjneWIb1HMbh04c5XHEYr/biVm479pMYl0hORg5Deg5hiGcIqQmpuJVbLJDzDBGMGKSuqc5ORw13P+9wYHfbC6G0udvlJjs122/yWnto9DYaLqmGM5xpPBP0taaxhtqmWmoaa9h6aiuF5YV4fV4u7HshNY011HvrqW2spa6pzm+pbayltslY3+BtoNHXdf0kNPps3akY9QpbIua0vhQKFLhw+VldcS7Thafcfq/xrnjb+op3xRuv7njiXeZivk+MM0TO+T7BnUBiXCKJbnOJSyTJnURS/FkRTHInkRyfTKI70T6X9R2B3+n8bI1XaB8iGDGIs45UNF1SLRHuft6tEe+Ot4PkobB4x2I+PvYx6QnpPHHlE+36Lq01Dd4G6prqqPfWU99Ub4tJvbfeeG2qb/a+0dtor7OOr2msobq+murGaqrqqzjdcJriM8UU1xTT6G0kyZ1Eg6+BRm8jjb5GmnxNhkXkM1xgGo1P+4y5Exp8RKYHSqvXw1QyawyODQZdP6SQUM7/LKFzWnOO91YMzLLgAl2MlhhaAmMLkCl2zveWyPkJnyvBz/JLdCeSEGdaf/EOq8+dSHJ8MgnuBPv7nOLmFD23ctvvraWrJmKKYMQgzrpQMemSaoxMe9Zw0JnS5kop44k2zIUBLTad2GSXbrln4j1Bn3C9Pq8hNg3VVDdUU9tUa1tCtY211DQZQnS6/jRltWWU1pZSWlNKRV0FlfWVVDVUUdtYS5OviSZfkx2L8eEzhEhrQ3w0zURJt2DqWAKm9dn9fdpnW0h+xyv810cBc7TWB//XcwhL9MBf8OxtDlemM/njL5/7C7ePuz0iYxLBiEGsgDfEtmBEqtteZ4h0afPOYFWqtdw1wXC73KQnpnfKsqxvqqe4ptgWkoq6CjtWVFpbSmVdpWHNaC8+n894NQP9tsA4Pre0NPoabWusocmwrgyPVQtzcUzRsW9upntL6eZP/YFWliVQoXy2kix82mcLZeB+1lj83hPwXuuoiZ59vTogfMFKAoULEYwYJFhp81ih0dto3/hibWwQuW574cC6buHshRGMxLhEBvYYyMAeA4Nu9/q8hjVSb6QrVzdUc6bhjG3VWOucMZ5QUqi11nYsqbaxlnpvfbuOtf6zM9FM15AlMFYqtSW2tsigmllATivH2s+6+TrfW99tYY3V7xyWEOHD6/XixV9oLYG1XIp+AuxziBY+f8HyGetsIfNptHL8HU6L0BybPS7TTekUVsvKs3q9RwIRjBgkll1SzqY8kWzP2lEi2W2vs0SieVJHcLvc7YoLaa1ta8JKHqhtqrXjOFbsxor7WJ8bfY00ehttIapqqKKqvorqhmpqGmuoa6qzEw0CM8UsCyjURASFssXFzihzCI3f54C5O9Z7az3gl2odLB07VPzceU63YKBl5LSEnNZVC8c1EyDHtk/1/VTI42svIhgxSCy7pKobqu334pJqH5FqnhRplFJ2MDfcv8f6JmOiZWV9pV86dU1jjb04rZzARaPx+c7efFvb1uxGjTaSDAJu6E6XVkvuLPC3TMA/HTqk2INyBOgDstCc6y3BwhU8rmEeaG+LpOUvghGDxLJLymlhxNrYQFxS5xpWkkFWauuVc33aZ2etWdZNsMVymVqZZ02+Jhq9Z98Hq54cTlpMEAiImbS4LiB+Erif/bmV87UUQwoHIhgxiCUY8a54Et2x9TRqBbwh9rKknDeEWHRJiWB0HJdy2RMMexK8OnIo+LTP+J2YsYaW3jvjEs5Z/20lBViVAYJaO87PAYLSVlC/PUSyiKQIRgxiuX16JPaIuZm0seySsqwLiG2XlAhG9HApl3H9z7E5e83iGs5YhtMKQUf036UIRgxiWRixOGkvll1SVvwCYtMlVd9kBL1jzWoUYh+/WEYUkT6NMYgtGLFYFqTB4ZKKsSwpZ92pWHNJWS4NEAtDOHcRwYhBrLTaWMuQgrMuKYWKuZtyLLukLHcUiGAI5y4Rd0kppfKAOUAmMBRYrrWeG6njugOWYMSihWG5pFITUmMuvhLLFoYIhtAdiKhgmDf9xcAkrXWFUsoDHFBKebTWc8J9XHchpkubW3WkYswdBbEdw3B2LjzX5mEIgkWkXVLzgQVa6woA8/VJYHaEjusWxELzpJawXFIxKRgOl5RYGIIQfiImGKZVMANYHrBpo7l9VjiP6y5YJRYg9l1SsYblkrJTJ2MIEQyhOxBJC8PqDVsRsN5quN1SIZuOHgdAaWkpmzdvBsDr9ZKfn8/WrVsBaGxsJD8/n+3btwNQV1dHfn4+O3fu5KVPXuKHy37IT57+Cb9/6/e89MlLLN2xlP9b8H+8X/A+e0v38smRT1j4zEI279xMdUM1RSVF5Ofnc/DgQQBKSkrIz8/nyJEjABQVGduPHTsGwMmTJ8nPz+fkyZMAHDt2jPz8fIqKigA4cuQIzz77LOleQyjiq+LJz8+nvLwcgMLCQvLz86msNFqa7tu3j/z8fKqrjaf+3bt3k5+fT02NcVPfuXMn+fn51NUZN9Lt27eTn59PY6NRn2fr1q3k5+fbXek2b95Mfn6+fS0LCgp47rnn7M/r16/Hvd1IYE+NT2XdunUsWrTI3r527Vr+9a9/2Z9Xr17NkiVL7M8rV67k5Zdftj+vWLGCV1991f68fPlyXn/9dfvzu+++y9KlS+3Pb7/9Nm+//bb9eenSpbz77rv2573r9pJwKIGkuCSUUrz66qusWLHC3v7yyy+zcuVK+/OSJUtYvXq1/flf//oXa9eutT8vWrSIdevW2Z//8Y9/sH79evvzc889R0FBgf05Pz+/xd9eTV0NpWtLqT1eS4I7we+3B1BTU0N+fj67dxuVRqurq8nPz2ffvn0AVFZWkp+fT2FhIQDl5eVh/+3l5+dTUlICwMGDB2Put/ePf/zD/hxrv73XX3+d5cvPPuPG0m+vtfsenP3thUIkYxge87Wshe3DwnWcUmo2prtqwIABoY0ugNd2v0bB4QKuPHMlG/ZvoLq4mkRvIqMqRrG2YC31++pJ86UxoHwAOzfvJP5oPMmNybgr3by2+zWyqrJQNYqy2jIKjhdwWB+m4XQDZxrPcPT0UXxpPqprq+0ZpS3h9Z0tXZASn0IDDS3uGw2ssceihWFdu1iLX4C/hZHoTvT7/ywI5woqsIBW2E6s1GMYsYieVizCsU0Dc7XWPw/XcRaTJ0/WGzZsaGlzi1z7/LVsPrnZbxp+clwyqQmppMYbS7w7vsXjFYqk+CRS4lJIS0gjJT7l7LEJqSTFJflNuolzxZ3tqxxvvKbEp3Ck8gjfXvZtXMrFb6/5LdcMvyamXBh3LLmDmsYabhx5I/dNui/aw/HjmY3PsLNkJwPSB/DI1EeiPRw/1h9bz6aTm1ComLtuggCglCrQWk9ubZ9IWhgV5msmzd1LtLCuM8d1ilvH3EqvlF6U1pTahcrswmW6idLaUhJcCXiSPaTEp9AjoQdul9u2GKwaMzVNNVQ1VNnrLBSK1IRU0hLSSE9IN14T00lPSLddKAD7yvbZcYJ1R9dxovoEbuUmJT6lmQhZrynxKaTGp0a8R7FP+2I6hnEuVKqNJfEXhPYSScEoDLbSDGpDyy6njh7XKWZPms19efdRdKaIXSW77KWworBZAxif9lFaV0r/tP4M9wxnUI9BZKZkUt1QbXc2O11/Gq11s6Jmjb5GqhqqKK8rt0UJDGsmOT6ZstoyvD4vLuWyM3282mv0EmiogjPNhm6THJdMWkKaLUbWe0ukOpvOKb0wOo4IhtAdiKRgWDf2PPxFwApaB2ZBdfa4TtPka6JPWh/6pPXhitwrAKP+z96yvewq2cWOoh1sL95OXVMdcSqOopoiimqK+M/x/xDvimds9limDZrG3RPuJjUhlfLacltAymrLKKkpobimmJKakqBxDK01x08ft7cVlhdS11Tnd/NPdCdS21Qb9PjaJqNDWnFNcdC/z+pn4FzSE9LpkdiDtIS0Nifi+QlGLFoYMVzaPFaaJwlCZ4iYYGitNyqlKoCZwBLHphnAxsD4RGeP6yyHKg7xlVe/whNXPGGLBRiTrMb1Hse43uOYdcEsmnxN7CrZxaYTm9h8cjN7y/aiMTqSbT61mc2nNvPHDX9kfO/xXDr4UqYNmsaorFF+3+XTPirqKiipKaHoTBHFZ4opOlPEqTOn8GqvHevokdjD6GJWU09JjZG9EueKY0D6APql9SMrJYteKb2Id8VT01RjdDUzO5pVN1Q3q/3f4G2gpKbEPpcTl3KRkZiBJ8mDJ8lDRtLZ99ZNzlmpViyM9nGuNk8SBCeRLg0yF1iglJqvtbashTmAHfVTSs0HHgOGOfZp87hw0uht5J7X7uFY1TEefPNBfn31r7lm+DVB941zxdkCcveFd1PdUM3WU1vZfHIzHx/7mLLaMjSarUVb2Vq0tZl4ZCRl4FIuu0XmyF4j/c4/f/V89pTtwad9TBs0jZPVJzlZfdJuVdnka+JQ5SEOVR6yj0mJT2FwxmCG9RzGhD4TGNBjAC7lorax1q81ZlVDld3RrLqh2s/V5tM+yuvKKa8rb/Y3p8Sn0DOpJ+W15VQ3VJPgToi5m7JP++yneIlhCEJkiKhgaK0Xmm6OxUopWwy01hsdu5ViuJ7K2nlc2Ih3x/P4ZY/z0FsP0ehr5OF3HubJpie5efTNbR6blpDGtEHTmDZoGg9MfoBdJbtYdXgVa46saSYeCzcuZNrAadww8gZGZ40O6gKq99aT4E4gIzGDO8bdAZgxk5pSDlce5sjpIxyuPMyx08dsC6KmscaOuYDhkhmWOYwRmSMYnjmcIZ4hzb7Lp32caThjC0hlfSUVdRVU1FVQVV/lly1mtco8UH6A0ppSAN7c+yZ7y/bSK7kXmcmZZKdmk52SHbUnaGcdqVh0SYlgCN2BiBcf1FovBBa2sv3nQLM02baOCzefGfIZFn5uIQ8ufZDaplrmLp9LbWMtd42/K+RzKKUYkz2GMdljuC/vPnaV7GL14dWsPrKastoymnxNfHj4Qz48/CHDeg7jhpE3cHnO5X43kWC9MFzKZdyQU7OZ1H8SYFgaJ6pOcLjyMIcrD3Og4gBltYbm1jbVsr1oO9uLjIk66QnpjOg1gnG9xzE6azQJ7gRcymVkaSWmMwD/uSten5fT9adtAamoq6CstozdJbvtfRLiEuxt+8v32+szEjPondqb3qm9yU7Npldyr4hnb0FslwWBs70wRDCEcxlpoORg2qBpPHPjM8x+YzbVDdX8YOUPONN4hnvz7m33uZzicW/evXxS/Alv7XuLNUfW0ORrYn/5fp76+Cn+uumvXDPsGj474rP0Tu1t15Fqq/BgnCuOQRmDGJQxiOlMB6Cstox9ZfvYW7qXfWX77Kq3VQ1VbDyxkY0nNhLvimdU1igm9JnABdkXBL25ul1ueib3pGdyz2brtxdvp9HbyOR+k6n31lNaU+rXtrWyvpLK+kr2lu0FDLHLSsmiX1o/BvQYQN+0vsS5wv+z87MwYswlpbW2XYrSPEk4lxHBCGBS/0k8d/NzfOXVr1BZX8kv1v6CmsYavnHxNzpczlspxdjeYxnbeyz31N7DO/vf4a19b1FWW0ZVQxVLdi7hpZ0vMX3QdE6dOQV0rI5UZnImFw+4mIsHXIzWmqIzRYaAlO1lb+le6r31NPoabevDrdyM7DWS8X3GM673uDZbO9Y11ZHgTiDBncDlOZfblkNdU50duC86U0RxTbF9A/dpn71+y6ktuJSL3qm9GZA+gP7p/emd2jssFkgsV6qVOlJCd0EEIwhje4/lH7f+gy+/+mVKakr4/frfU9NYw9zpczvdA6Jnck/uHHcnsy6Yxbqj63hjzxvsKN6BRrP6yGrWH1uPRnf6SVQpZacITx88nUZvI3tK97CtaBs7inZQ21SLV3vZWbKTnSVGLa0L+17ItEHTyMnICfp3WllSSXFJfjf5pLgk29qxOF1/2haKU9WnKKkpsXsSW4H8ghMFxLni6JvWl1xPLrme3A73I5ZeGIIQeUQwWmBErxG8cOsL/Pcr/82J6hP8bfPfqG2s5YkrnwhLX904VxyXDr6USwdfSmF5If/e+W8+OPQBjb5G6pvqWX14NUs+WcKNo24My00m3h1vWzlen5d9ZfvYemorO4p32Cm4ltuqX1o/pg2aRl6/PL8gttWeNZSUWmuex/DM4YBx0zxRdYJjVcc4XnXcjrc0+Zo4evooR08fZfXh1fRJ7cOQnkMY4hnSrvLu50q3PUmrFc5lRDBaIceTwwuff4Evv/JlDlUe4sUdL6KU4okrnghrt7mhPYfy6LRHuWXMLUx7Zhr11KPRPLvlWZbuXcrdE+7m07mfDtt3ul1uRmWNYlTWKD6vP09heSEfH/2Yrae24tVeTlSf4KWdL/HGnjeY3H8y0wZNo09an7NlQTowByPBnUCOJ4ccTw5g3OCPVx3nWNUxjlQeseMgp86c4tSZU6w7uo6slCyGeIYwpOcQPEmeVs8fy1lSzuZJYmEI5zIiGG3QP70//7j1H3zl1a+wt2wvi7YvYmjPoXzpwi+F/btyMnLokdiDxLhEeqf2BqCkpoTfrPsNr+56lTmT53BB9gVh/U6XcjE8czjDM4dzY/2N/OfYf/jo6EdU1FVQ761nzZE1rDmyhpG9RnK86jgQnlneyfFG6u+wzGForSmuKeZA+QEOVBywM8WsSYbrj6+nX1o/xvYeS64nN6iF54xhxNpTvLikhO6CCEYIZKdm88yNzzBr8SyKzhTx5OonycnI8ZsRHg6qG6pRSpEUl8RXJ36VAekDeH7b85TVllFYUch3ln+Hu8bdxR3j7giLWyyQ9MR0rhp6FZ8e8ml2Fu9k7ZG17C41Umn3lO5h7ZG1+PBxQVZ4RUspZafiXjLwEuPvLS/kYMVB23V1ovoEJ6pPkByXzOis0YzJHkNaQpp9DssllehOjMi16QwiGEJ3Ibb+ZcUwfdL68Kfr/0RyXDI+7eORdx5hT+mesH6H9WQNRgxg5rCZLLhhAV8c/0US3AloNC9sf4Hvvv9d+0YaCVzKxdjeY7lv0n1859LvMH3QdNzKTaOvkdP1p/nP8f/wyq5X/EqFhJPM5Ewm95/MrAtmcfvY25nQZ4KdBFDbVMumk5tYtG0R7+x7hyOVR9Ba2y6pWItfgAiG0H0QwWgHY3uP5eczjTmGZxrPMOeNOUHrMnWUQMEAI+PnznF38qurf8XA9IEAbCvaxjfe+gYFxwuCniecZKVkccuYW3hs+mP2E71buVl9eDVPrnqSZfuX+d0Qw40nycOUgVP44oQvcmXulbarTqM5VHmIt/a9xeJPFnO48jAQexlScHbSHohgCOc2Ihjt5OphV/Po1EcBOF51nK+9+TW/G0JncD6xB07cy/Xk8ptrf8PMoTMBQ1x+sPIH/HXTX1vt4BcurPIfQzxDGNTDSJ+t99bzzv53eHLVkxQcLyBSzbjAyCob2WskN4++mVvH3MrorNH2BMCKugq7EGRDU2x1KISzFkacKy7m3GWC0B7k19sB7su7j1tG3wLA5pObefy9x8Nys3RaGE7/vEVSXBIPXfIQ3576bftJ+t+7/s1jyx7jZPXJTn9/a9R76/FpH8nxyVw/4npmT5pN//T+gDGTfNH2Rbyw7QW/bKVIkZWSxeU5l/NfE/6LKQOnkOhOpNHXSG1jLbtLd/P2vrcj6rJrL3alWpnlLZzjiGB0AKUUP/r0j5jc3+hm+MbeN/jD+j90+rzBXFLBuCL3Cp669imG9TTam+8t28s33/5mRF1U1hwMgLTENEb2GskjUx7hrnF32bPSN53cxG8++o3tHoo0Ce4EJvSZwF3j7yIrJQulFPHueA5XHmbJJ0v44OAHEYuztAfphSF0F0QwOkiCO4HfffZ3tnvm6f88zdI9Szt1Tqv2E7RdS6p/en9+MfMX3DjyRsCoKPuTVT+JmGg460VZ8zCUUkzqP4lvTf0Wo3oZPT9Ka0v53X9+x4oDKyLqonKS4E6gV3IvRvcabVTmxZivsqd0Dy9uf5H1x9Y365rYlUilWqG7IILRCXom92TBDQvsJ+zvvPcddhTt6PD5rMKDENrkuHh3PPdNuo95l84jzhVHk6+J/7fq/7H55OYOj6ElnBZG4DyM9MR07s27l8+N/Bxu5canfSzdu5SFBQv9rKZIYWVJxbvjmdR/EreNvY0hniGAUctq08lNvLb7tS4ZSzCkeZLQXRDB6CTDMofx1LVP4VZuGrwN/O/7/4vX5237wCBYN7TU+NR2FeSbNmga35n+HTv19ccf/pitp7Z2aAwtEczCcKKU4orcK/j6xV8nKyULMFxlv/7o13afjkjR4G2w+3ckxSXhSfIwc9hMbh59M72SewFQdKaIlz55iX1l+yI6lpbGB2JhCOc+IhhhYPrg6cyZNAeAnSU7eXbLsx06j+WSassdFYxLBl7CY9Mfw6VcNHgb+NHKH9n9MMJBaxaGk0EZg3hkyiNM6mf07ahuqOYvG//C8sKItWJvsSxI79Te3Dz6Zsb1HgdAo6+R9w+8zwcHP6DR2xix8QQigiF0F0QwwsT9k+8n15MLwNMfP82x08fafQ7LJdWeontOpg2axrenfhuFot5bzw9X/pCdxTs7dK5A2rIwnCTGJXLX+Lu4a9xddmbQ2/vejphoOMuCBM7DcLvcTBs0jWuHX2tv21O6h5d2vkTxmeKIjCcQaZ4kdBdEMMJEYlwiP7ryR4BxA/vhyh+2O+h7usFwSXXEwrC4LOcyHp36KApFXVMd3//g+36d8jpKqBaGk0n9J/HQJQ/ZMZ63973N+wfe7/RYAgmlUu3gjMHMumAWA9KN7oKn60/z6u5X2XJyS0SD802+JttdJmm1wrmOCEYYuWTgJdw6+lYAVh5aydv73m7X8baF0YHmSU6uyL2Ch6c87Ccae0v3duqcloUR54oj3hUf8nF90vrwwEUP2H/Tm3vfZMWBFZ0aSyCh9sJIiU/huhHXccmAS3ApFz7t4+NjH/PegfcilkUls7yF7oQIRpiZe+lceiYZrU1/suon7crMsft5d1IwwOhR/o2LvwEYKbffW/E9DlUc6vD5nL0w2ltmvXdqb+6ffL89GXHp3qV8cPCDDo8lkPZ021NKcWHfC7lp1E22JVdYXsj7B96PiGhIHSmhOyGCEWY8SR7mXToPMMpz/2rtr0I+tjNB72DMHDaTr130NcCwEH659pcdDvZaFkZHemGAaWlMfsAWjTf2vMHKgys7dK5AnC6pUGtJZadmc8voW+yMrsLyQlYcWBF20ZDmSUJ3QgQjAtw46kamDpwKwIs7XmTjiY1tHuPTPntWcrgEA+Da4ddyx9g7ADhYeZAXtr3QofPYFkYnemH0SevjZ2m8vud1Pjz0YYfPZ+GXJdWOarWJcYlcP+J6WzT2l+8Pu2hI8yShOyGCEQGUUvzwyh/aQc7vrfhem0/2NY019o0qWB2pznDnuDvtMiIv7XypQ5lTnbUwLPqm9WXOpDn2eV7b/RqrD6/u1Dktl1ScK84uSBgqwUTjg4MfhE00xCUldCdEMCJEjieHBy96EIB9Zfv4y8a/tLp/qHWkOkKcK45vTf0W8a54NJrfrPtNu4sEhsPCsOiX3o85k+eQEp8CwCu7XgnJCmsJyyXV0daslmhYk/z2le3jg4MfhCV7SgRD6E6IYESQeybew4jMEQD8YcMfWg06t1baPBwMzhjM3RPuBozudX/b9Ld2HR8uC8Oif3p/7p98vy0aL+98mYq6ig6dyxK/zvTCSIxL5PqR4RcNEQyhOyGCEUHi3fH8+NM/Bowbx/c/+H6LNyCnhdHRiXttcdPomxibPRaAN/e92a6aU7ZghMHCsOif3p87x90JGDf9F7e/2KEbtOWS6my3vaS4JD/R2Fu2t9OiYaXVupSr3e4yQYg1RDAizMR+E7lr3F0ArDu6rsV0Uj/BCENabTBcysXDUx62n8R/u+63IZX/bvQ22k/K4bIwLC7IvoBLBlwCGE/1HYlnhMPCsLBEIzM5EzBEY8PxDR0+n5QFEboTIhhdwLemfsu+0T639bmg+zgr1UbCJWXRN60v9068FzBKkS8sWNjmMTWNNfb7cFoYFjeOutG+QS/du5RT1afadXxnYxiBJMUlccPIG+z5NJtPbm73mCykeZLQnRDB6AJ6JPbg82M+D8DaI2uDzrp29sKIlEvK4uphV9vFAVccXMHaI2tb3b89daQ6QmJcIneNuwuFosnXxKLti9pV8deyMDrrknKSFJfEVUOvwqVcaDQrDq7o0BwWaZ4kdCciKhhKqTyl1AKl1GKlVIFSan4Ix3jM/cuVUto8bkYkx9kV/NeE/7Ib+zy/9flm27vCJWWhlOKhSx6y03d/v/73rQacO1JHqr0M6TmEK3KvAODo6aO8d+C9kI+1YhjhcEk5yUzO5OIBFwPG/591R9e1+xzikhK6ExETDKVUHrAYmKu1vg24CpitlFrQxqEHgKHAk8BCIA9Ydq6LRo4nhytzrwTgld2vUFlX6bfdckklxSUR7w69VlNHyUzO5MHJRtrv6frT/O4/v2sxuBtpC8Pi2uHX0jetLwDLC5eH1Oq1yddEk68JCJ9Lysn43uPpl9YPMErXH6k80q7jpXmS0J2IpIUxH1igta4AMF+fBGa3dIBSaihQqLWepLX+udZ6DjDJ3Dw3gmPtEr504ZcAw4Wy+JPFftvCWUcqVC7LuYzLBl8GwMfHPm4xuNsVFgYY80W+MP4Ldte+RdsWtekG6khZkPaglOLK3CvtgosrD61s1xwWsTCE7kREBEMp5QFmAIENEDaa22e1cKiHAGHQWm8ECoHJYR1kFJg6cKo9L+P5rc/7+enDXUcqVB6Y/IA9F+Lfu/4ddJ+usjDASLW9Zvg1ABTXFLN0b+t90jtaFqQ9pCemM23QNMBIAGhPJpcIhtCdiJSFYd3cKwLWW4+wmcEO0lpv1FoH67JTgSEa5zRKKb/Jc86GQpZgRDrgHUh6YjrXDDNu0NuKtgUNyHeVhWFxZe6V5GTkALD68OpWS7O3p1JtZxiVNcpukFVYXhhSq1evz2u7y0QwhO5ApATDY76WtbB9WKgnMq2VPAx31jnPjaNutK0IZyvXaLiknGNyK6OH+Cu7Xmm23bIwFCqiN2ULl3Jx1/i7bDfQi9tfbNENFGovjHBw2eDL7L9/9eHVbc5h8atUK2m1QjcgUoIxNNhKK54BlLbjXPOA5VrrJS3toJSarZTaoJTaUFzcNW03O0pyfDK3X3A7AAUnCthRtAM4G/TuapcUQFZKFpfnXA7A6iOrKTpT5LfdsjBS4lPa3QujM2O6cdSNAFTWV7aY+htKt71wkRyfbF+nBm8DKw+ubHUWuJQFEbobkRKMCvM1qOuJ5q6qoJiZUbO01jNb209rvVBrPVlrPTk7OzvkQUaLL074ov1E/9wWYyJftGIYFjePvhkwyqy/tvs1v23hriMVKlMGTrEzlFYdWmW7d5z4xTC6wPrJ8eQwqtcoAI5VHWNH8Y4W9xXBELobrQqGOY+iIMRlmek+ghbiDY7tLbmqnPsOBRZwNkuq29A/vT8zhhpZwkv3LqWkpsR2SYW7tHmoDO05lAv7XAjAO/vf8YtbWO+7emxKKXtuRlVDFZtObGq2jzOGEWmXlMXUQVNt1+HHRz9usauisxeGpNUK3YFWBcMMQk8KcZnpcDlZgpAXcErL4ggW2LYxhWUx4Dxnt+K/L/xvABp9jeRvzrefnqNlYQDcMvoWwHhqd/YjtywMK5uqK5nYdyIZiRkAQQsBWi4pheqyp/gEd4I9p8arvWw5uSXofmJhCN2NiLikzFTYCiDQlTQD2BiCCLwH3Ke1Puczo1oir1+eXTnWOfM7GkFvi7x+eXZ20mt7XrNFLJy9MNqL2+XmshxjrsipM6fYVbLLb7uzLEhXxVfA6OkxOGMwAHtK9/jFUixEMITuRiQn7s3FmNntDIDPAe6zPiil5pvlP4Y61i3DsFDuMLfPd5QXaXHS37mGUsqeyOd0q0TTwlBK2VZGWW2Z3T7VsjCi5S6bMnCKnWW08pB/H/BIlQUJBcuF59XeoLEMEQyhuxExwdBaL8QQiMXmzd4qE+JsrVaKEe8oAzDLhswwl8ccy2xgFt0snnHdiOvs1qAWXT0PI5DLcy63K8f+e+e/0VpH1SUFhhhMGTgFMEqgHz191N5mWxhdEPAOpF96P7JTjCSLT4o/aRaUdwqGlSIsCOcyES0+aGYvTdJa32YuywO2/1xrPcxRPmSO1lq1ssyJ5Hi7mgR3AneOvdNvXTRdUmA0ffrcyM8BcLDyIBtPbLTLm3d1lpSTy3Iuw6WMn6uzp4hd2jzCKbUtcWFfw8qoa6pjT+kev21W86QEd0KXussEIVJIefMoc9f4u/w6sUXTJWVx7fBrbRfPP7b9w14fLZcUgCfJw6f6fgqArae2UlZr5FVE0yUFkOvJtUV+66mtfkF56YUhdDdEMKJMVkoW14+43v6ckZQRxdEYpCWkMXOoka+wt+xsWY5ouaQsrMwkn/ax6tAqILouKTBmpU/oMwEwZusfrDhob5M6UkJ3QwQjBvjaRV8jJyOHa4Zd0yymES1uGnWT3b/DIhpZUk76p/e3izd+fOxjahtrbZdUtCwMMOpMWVbEllNnU2yleZLQ3RDBiAFyPDm8e/e7PP3Zp6M9FJs+aX2YPmi637pouqQsLCujwdvAmiNr7JtytGIYYJRlH9vbSJEuOlPEyeqT9hhBBEPoPohgCC1y65hb/T5H2yUFMLLXSLtcyMqDZ1Nso+WSshibPdYu92JN5JPmSUJ3QwRDaJERvUYwLnuc/TmaWVIWznIh0SgL0hLJ8cmM6GW4yw5VHqKirkIsDKHbIYIhtMqd4+5EochMziQ7NTYKO07sO7FZNlk0XVIWVvAbjIwpEQyhuyGCIbTKhX0vZMENC/jdZ3/nl/4bTdwut91a1iLaFgYYqb9WaZXdJbvt9SIYQndBBENok37p/aI+Az2QqYOm+s1viHYMw8KayKc5Ox9D5mEI3QURDOGcxFkuBKKf8mvRN60vvVN7+60TC0PoLohgCOcsVw29itFZo5k+aDqeJE+0h2PjjGWACIbQfYgNp7QgdICU+BTuzbs32sNoxhDPEHok9rAbK0lardBdEAtDEMKMUsrPyoiF+SuCEA7EwhCECDAmawxNviZS4lNEMIRugwiGIESAQCtDELoD4pISBEEQQkIEQxAEQQgJEQxBEAQhJEQwBEEQhJAQwRAEQRBCQgRDEARBCAkRDEEQBCEkRDAEQRCEkBDBEARBEEJCBEMQBEEICaW1bnuvcwilVDFwqBOnyAJKwjSc8wm5bh1DrlvHkOvWMVq7bjla61b7MHc7wegsSqkNWuvJ0R7HuYZct44h161jyHXrGJ29buKSEgRBEEJCBEMQBEEICRGM5iyM9gDOUeS6dQy5bh1DrlvH6NR1kxiGIAiCEBJiYQiCIAghIYIhhIRSaqhSarFSan4L2/OUUgvMfQpa2k8QhHMXEQzkZtcaSqlZSqllwDJgVgv75AGLgbla69uAq4DZSqkFXTfS2EMp5TF/U+VKKW3+tmYE2U9+f0Ewr8l+x7Vr9vuTa9c65rVZFmR9x66b1vq8XoA8YD/gMT97gHJgQbTHFgsLMB+YYb7XwPwg+ywDHgtY95jx84r+3xDFa1cOFJjXYoF5/bR1Pc195PcX/NpZDymzMR5U9su1a/c1nG1es2UB6zt83aL+R0V7kZtdu65VM8Ewf2wayAtYP8NcPyva447StRoKFASsywv8Byy/vxavX+BNzvqdLXDuI9euxevnMR9S9ge5lh2+bue1S0op5cG4sS0P2LTR3B7UBSP4Yc0arQhYv8F8zey6ocQUHmCuc4XWeiNQiHnN5PcXHPO6+LlItNYVGL+xCsc+cu1aZj4Bvz/o/HWLC9PgzlXkZtd5POZrWQvbh3XROGIKUxyCUcHZ35v8/oJgioPfDc280QE8ab7KtWsBM05WoLWuUEqB/zXq1HU73wXDY77Kza7jDA220vFjLe3a4cQu5k0vD7jNXOUxX+X31wpKqaEY7pWrTDEBuXatMUcbySfB8JivHbpu57VLilZuduZbudm1TYX52tKTSUUL689H5gHLtdZLzM/y+2sFM5OnAMO9Mhl4z+EykWsXBDPbqZkrykGnrtv5bmFUmK+ZBL+xBVsn+FMYbKXDhdDSk8x5hekmmKW1dj7BVZiv8vsLgunWm2R9NsVjsVJqEnLtmmGmt5dqrYP+mzSpMF87dN3OdwtDbnadx7pGeQHrLYsjMLh23uFwqUwK2CS/v/bhjF/ItWvOn4H55rwVrZTSGBbFLPPzYjp53c53wZCbXScxnwIrgJkBm2YAGx2m7nmJ+Q9xMTAzyLWQ318QHDevQCrM10Lk2gXjNowYhHOpwLgWkzBcVZ26bue1YMjNLnQc/4g9QTbPxZjZ7fSPzgHui/CwzgXeA+4L5iaQ31+LzAv4LVnkAYVa6+Vy7ZqjtS4MXDAFQmu90VzXuesW7Qkm0V44OxtyqGNdAQET0c7XBcOkXWBeE2um8mJgdpDrWGBuW4xjRu75unB2tvJ8x7LAef3k9xf0us0wr4HzmuSZ19LjWCfXru1rWU7zCaQdvm5S3hxQSs3GeCK2ngIXaK3PR5NWCBNmHa3ZreyyUGs9x9xXfn8OHG48K1ZRCKzXWv88yL5y7YJg/v4mc9b1tBxYrLVeaG7v0HUTwRAEQRBC4ryOYQiCIAihI4IhCIIghIQIhiAIghASIhiCIAhCSIhgCIIgCCEhgiEIgiCEhAiGIAiCEBIiGIIgCEJIiGAIggOl1Hyl1H5z8bSx37IuHJogRB0RDEFwoLWeCyzBqKG1ONg+ZmG8x2i9UU3EUUp5lFKLzTIPghBxpDSIIATB7B0wC7hNn+2QZ21bhqMuT7QwmzItA4bp1pvmCEJYEAtDEIKgjZ7IFRhNaWzMFqEV0RYLk6EYYxGxELoEEQxBaJn7AI9S6jHHunkE9Pkwe08vNpcCs68yAfvMNreVm/GRWUH2GWr1gTD3b8vVNAkodB4nCJFEBEMQWsB0RW3EaHvpMUtGP6kdTWbMm/pijCZJtwFXYTSTWuDYZ7F5vkkYN/kKjN7UHnP7UHOf/RjtNJdh9M2YE2xc5ljmA7djNLSaT/MOaoIQdiSGIQitoJTKw2gusxxAaz3Tsc2D0aBmjtNFZfXC0For8/MsZxzEcc6ZVg8Cx7kKMVptVpjnbTGwrpTaD8wNjLEIQqQQC0MQWkEbLS2XYHSBC8yaut18DYwh7AdbGAgQixnmucCIQQSyXJ9tp9maWHjM4zeG9pcIQueJi/YABOEcwBKEDQHrh5mvc5VSlvuozFpnHWfGFxZgWA3/xLRWWmB/iGOaDEYf5xD3F4ROI4IhCB2n1Hyd31J7S9MSKMBoyTrXsb6z352HWBdCFyMuKUHoOJZIBA1Om8zACEz/01oRpoymizAtntZmpAtCOBHBEITQyXR+cMQ3ZimlFjhSYvMcqbUV5us8MxtqNkZWU2fJAzLNlN/JYTifILSJCIYgtIAj3dWah7HAmS4L9gS/ORg37f1KqXLz8wJz+3JgIcas8WUYMQ5rHsdcpdQsc06GFVCf4xSfNvAAS1pyhwlCuJG0WkEQBCEkxMIQBEEQQkIEQxAEQQgJEQxBEAQhJEQwBEEQhJAQwRAEQRBCQgRDEARBCAkRDEEQBCEkRDAEQRCEkBDBEARBEEJCBEMQBEEICREMQRAEIST+P9UQsNqoyUKnAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plots.figure3_and_D1(As, Mflag=False, **opts)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ec4eda7f",
   "metadata": {},
   "source": [
    "#### Figure 4"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "e94b268d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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0ubRtCOEL7tbwruv99PR018238tKr9cnMzHQtjuQNSUlJVRZggpp5TUpKIjc3l/T09HoDUHMKiIChlLIrpVKVUol+kBf+L/YOXr3wPYJLugOwcsxKXrvwVd752zu8cN4L7Pl5j49zKYSoS25uLhEREa6V8epbWS8pKcnVhhEREVFjqdbGcq6sV9uqf1DRvpGYmFjndi3B71cGUkplAs7fUlJd27akP488nxMHruacZ6awr/1Gfhj+AwVhBfz5tT/z+ym/M+bBMZx1x1kEtQuImCxErda9sI51L6xr9P4jrhvBiOtGuD3edSuuq7LtC2NeqHU/b5ozZ45rDe2EhARXI3JtN+SkpCTsdju5ublMnz6duLg4r1QNzZkzp86qNOeKfxEREX6x5rffBwwgF4gDlvk6I9Wd0n8Ym+9ezTlPTeX7okx29ttJWnwaUxdNpWxWGd+nf8/F/72Yvif39XVWhWg0xxYHW1dubfT+Q8YM8fh4ldOr7+ctzjW2nW0GERER2O12kpOTaw0YzuVSIyIiSE9PJzw8nLS0tCZXTWVkZJCXl1fr+3FxcTgcDp+2W1Tm9wFDa50EpirIH4V1DmV94gfc+fGdPLn6SQ51OcRL177E5PcnE5kTSVpEGn/54C+Ex4T7OqtCNIptiI2jzzu6Sft7erzK6dX38xZne0Xlb/Z2u93V+F1fG4Ez0FS/0Xuyb/V8xMbG1vp+SkoKWVlZpKenV2kQ96nauk/52wPIARI93d7b3Wo98VzOc7r9Q+1dXW9PuyhCPzjw/3TxoeIWz4sQbZm7brVOERERbvcBdHJycpW0zMzMGl1mCwsLNaDT09O11hVdW92dKy8vz20XWWc+auuK6zxmbfs6z1VXt1p3+fEE0q22ZdwYcSOZV35Ch5I+AKyNzOWRyS9wxS2/4+y1d8RxhJJDJb7LpBBtWEZGRq3VTu4av911t50+fToRERGu0oGzSishIYHc3FzXdrm5ucTFxdXoAQWmIdtut7stkTjbLex2u9vG9fz8/CrnqU1zVGO1qoChlIpXSmUrpbJ3797tkzycZx/NprtyObbjWQCUDPiWN3tFcsykj/j4Y3h/5vvMP3U+Wz9tfJ2wEKJ2WVlZruqmpKQk1wjotLQ0pk+fTm5ubo3R3RkZGeTn57tu1s6xEc4btnPEdUxMDHa7nWXLqjap5uTkEBERQVxcHEopwsPDSUpKYsGCBW6rk5KTk5k9e7bb/E+fPp38/HxsNpvrvJXPX3nEujPAORvinY/w8PBm6X6rdAvPiaSUigVi6tksR2tdpWO0UioHWKS1TqllnyqioqJ0dnZ2I3PZdMVlxcx46y6e/+4pk6AVthW38ddPuxOkgxj2p2FMfWtq3QcRQrQ6+fn5JCQkkJmZ6eusuKWUytFaR7l7r8UbvbXWGUALTHriWyHBISyMfZLxx5/B9W9No5hDOMY+wVNHncm1703m/Kcn+zqLQggfyMrKcltNFQgCrUqqp68z0FB/OfnP5N70NUO7HweA47gveX3WQvKCKqZJLysuY/m9yzlccNhX2RRCtJD4+HifD8BrLL8PGEqpaKVUMhABxCulkpVSNh9nq0FO7HMi62au4ZJhlwKws3gLZy48k/+u/S8Ab92xilWPruKZ4c/w/Rvf+zKrQghRqxZvw2gpvm7DcEdrzdwv5jJr2SzKdTkA5/edRpdbz+Wk0oqpj4fHDuf8p8+na9+uvsqqEKKNqqsNQwKGD6zYsoKpGVPZdXCXSdhxKselP8glBT/RSZtqqU5hnZj4xEROueoUvx20KIRofeoKGH5fJdUajRkyhrUJaxk9aLRJ6LeenxOu5PFTbHzHcAAOFxzm7Wve5tULXmXvr3t9mFshhDAkYPjIgG4D+OTaT5g1epZJCDlI8SUJpF+yhNdCLuAAXQDY9OEm5p04j+zUbJk6XQjhU1Il5Qc+zvuYq9+62lVFpQqOJWTxS5y/YwcjWO/absiYIVz03EWEhYf5KqtCiFZOqqT83ITwCay/aT3RdtPVTodtpCT+PN4e9RtHYv9M90Fm3Y0tK7bw7MnP8uW/v6S8rNyXWRZCtEESMPxEv679WHrVUh4d9yjBKpjyoGKYfCsb/pTEFdlXEDXDBPzSw6V8fMfHPD/6eXZ9t8vHuRZCtCUSMPxIkAri7nPuZuV1KxnUfRAA7216mzNePQPbLBuXvHMthUGmOur31b/z48e/+TK7QviVrKwsYmJiUEoRExPjmkMKzHQcSUlJhIaGEhoaSkqK+xmGEhISaswzJSpIG4afKjhcwI3v3sjbP74NQLAK5tLQB3nr9r8ztnwVfdnFku5Xcs+9iltvhY4dfZtfIfxBbm4ukZGRrskAqwsPD3ctguSOUoro6OgGz/NU12p9gUbaMAJQWKcw3rz8Tf5z/n8ICQ6hTJeRXnAvwx8fz77z7bzCX9i7T5GYCCecAC/+axdZs5dReqTU11kXwm/ZbDbX6nnVpaWlER0d7VpIyVNJSUkBOzdUQ0nA8GNKKW4ZdQurp61mWK9hAHxT+CUbzh7BzOef4/hhpnS4dUs5nyW+y+ePfcYTw9MkaAjRCOnp6a6Sh3NVPk/VFoQawuFwkJGRQVpamkfrXfiCBIwAMKLfCHLjc/nrqL8CcLDkIM/8kkD4vRcx5z87GNTzEEGYXlPtTziGdh39fuVdIXyitpJDbm4uERER2Gw2twsp1ca5tkZ2djZxcXGkpKSQkpJCZGQkcXFxrvYQ5zobTmlpaURGRrrW7cjIyCApKYno6GiioqJqXXjJ16QNI8Bk5Wdx/TvX89s+0+Dds1NPHh+fyo8Zl5CfnsML60bQoWt71/bb8g4xILyzr7IrAtztH93Ouh3rfHb+Ef1G8MSkJzze3tmGER0d7XYBoYyMDOLj42usZBcXF0dycjJ2u911jMzMzHrbJRwOB0lJSWRnZ7sWVbLZbK6FlpznSUlJISkpicLCQle+nG0tDoeD0NDQKu81JA/e5lfrYYimibZH881N33DLh7fw6revsufwHq55L5ZrTr+Gefc9RYfOFcHiy2WHeCt6Hu1POpab35nIALu0jIuGWbdjHSu3rvR1NhosOTnZbaN35dXqnBwOBw6Hw7UynnPJ1eTk5Hpv1jabzdUuUjlAOUsIzoCRl5eH3W4nLS2NxMREcnNzmTrVLKC2ePFi13GcnHlIT0/3q8Z0CRgBKLRTKK9c+goXH38xN713E4VHCnlp/Uus2LKCFy5+gbFDxwLwv2uz6MtB2LCOx4/ZRLcrLuDvacPoKpPgCg+N6Dei1Z/f2V7hrB4CsNvtrsZv5408ISGhSttGamoq8fHxbo95+eWXu9b4dq6wFxkZSXJyMomJiSxatIjk5GSg9mqy5lhitakkYASwy0+8nLMHn80N79zA0ryl/LL3F8a9NI6/nfE3Hh33KJc9dS7vTNtHz8I8uuoD6NcWkfDmSYy8fxIz7uhChw6+vgLh7xpSHRSoFi1aRE5OTo10pZSrRAAmQFSvyqqNzWYjIiKCRYsW4XA4SE1NxW63u8Z59OxZsRac3W53lXIqBwmHw+G2RORL0ugd4AZ0G8CHV37IvMnz6NzetFU8/tXjnDL/FIIj1vHEH1di//vFFAeb6qjjijaw7Z55TBr4LS++qCkr82XuhWhZ1b/NZ2Rk1Frl42njd8+ePcnPz69x/KlTp5KSkkJMTAyAq0E9Li6uyjljY2Ox2WxVGrnz8/Nd2/sTCRitgFKKGSNnsC5hHacfdToAmwo2MfbFsSS8F89Fjw4hcetMuo40XXO7cIgxf7zJ0ute59sv9vky60J4TeW1spOSktyO9M7Pz2fx4sWkpKSQlpbG9OnTXT2dKsvIyCA/P9/Vu8kZENyJjY0FIDQ0tMp2zkDgfB9MtVZYWFiN9pWcnBzy8/OJi4sjLS2NjIwMt6UeX5NeUq1MWXkZT61+ins/uZdDJYcAM0/VM5Of4ZJhl/Dt69/zTsIHlO8373Xo0YEJcydw2o2nobVCKZD1moRou2SkdxsSHBTM3878GxtmbCDGborCOw7s4LLFlxGbHkuvC0O5I/9mTph6MgBFe4tYMn0J/4v5HwtSCjnjDFi6FFrp9wghRBNIwGilhoYOZelVS3nxTy8S1smMQn3zhzcZ/sxwXtn6CnGvXcKf3/sz3Y7qBsDmZZv59e5nUV9/xfmTyjn3XFixwocXIITwOxIwWjGlFNeceg3fz/yeK066AoC9RXuJfy+ecS+NQ52hmPndTCLiTX1qe13C+SzlEt7ms89g7FgYPx6++MKXVyGE8BcSMNqAvl378tplr7Hkz0sY2H0gACu2rOCU+afw72/+zYRnJnDNsmuwDbUBcNwVEXTqZPZdvhxGj4bJk+Hrr310AUIIvyCN3m3MvqJ9zM6azbzsea608NBwnpj0BDEDYtj04SZOjDuRHTvgscdg/nzoWLSXvfSgTx/45Rdk/IYQrZg0eguX7h2688wFz7Dq+lWc2PtEAPIK87jotYu45J1LaD/OTC3Srx888QR8kraR24OeIjpoOXf9vbRKsJAxHEK0LRIw2qizB5/N2oS1PDnpSXp06AHAh5s+5KR5J5GUmcT+ov2Ul5bz9QMfoMrLGdt5NVdfeqjKMW67DS68ENas8cUVCCFamlRJCXYf3M3dy+5m4dqFaMz/Q/+u/UmJSWF82XjevfFdom6KIjK+YpqC336D8HAoLjavL7gA/vEPGDnSF1cghPAWqZISderdpTcLpizg6+lfc8bAMwDYfmA7V791NbFrY4l4J4KI6VVHpv78Wg43TdxMe2ty3Pffh1GjpMQhRGsmAUO4RA2I4vMbPufFP71I3y59Afji1y84/fnTSXgvge37twOw+/vdfHHvh4QteYkX45Yw4/ojNQLH5Mnw1Ve+uhIhRHOQKinh1r6ifTy88mGeWP0EpeVmyddO7Tpx2+m3MWXPFD654RNKDpUA0O2obpz+8IW8/PVxLFwIJSaZc86BTz/11RUIIRpDqqREg3Xv0J1/TfgX3874lknHTALgcOlhHvv8Mc7ffD6HXz1M/+j+AOz/fT9ZN7xGzP432bDmEDNmQEgI3H9/1WPuk3kOhQhoUsIQHlmxZQV3L7ubL3/70pXWp0sfrm13Ld0f6k5Zoelj27l3ZyY/M5mws4fTr59yTWSotRkA6AwkY8fKJIdC+KO6ShgSMITHtNa89/N73LP8Hr7d9a0rfXDXwUz+djJ9XupDkDaF1mGXDGPyM5Pp1t/MVZWVBdayAACcfbYJHNHREjiE8CcSMIRXletyXt/wOvd/cj95hXmudHuIndFvj8b+tR2FoqOtIxMfn8ip157Krl2KuXNh3jw4VGk4x+mnw733mm65EjiE8D0JGKJZlJSV8N91/+XBlQ+ybf82V/rRR44m8v1ITvzuRILLgwmfGM6FqRdiO9rGrl3w73/D00/DwYMVxzrtNHjgAZgypeWvQwhRQQKGaFaHSw4zb8085nw2hz2H97jSbfttnP756UTkRtAtpBvjHxvPyBkjUUGKPXvM1CNPPVXRGH7rrea1EMJ3JGCIFrGvaB9Pf/00T61+ip0Hd7rSOx7uyMg1I7ks6DL+uvSvqKCKuieHwwSJZ581A/4GDqw43nffwfHHQ7t2LXgRQrRxXgsYSqnuQBRgB2xAPuDQWi/3Qj69SgKG7xwpPcL/1v+PuV/O5ec9P7vSOwR14JoR13DHmXdwfK/jq+xTUoJr8B+Y6qohQ6B7d5g9G665xvSwEkI0ryYHDKXUdCAO0MBmwAHsAXpiAkcUkAfM0Vqv80am3eTBprV2eLq9BAzfKysv492f3iXlixS++q1i2LdCMeX4KYz+YjRXT7uafqf0q7Hvf/4Df/1rxevBgyEpCW64ATp2bIncC9E2NTpgKKV6AMnAx1rrN+s5SQ9gNqC11rObkN/qx00F4q2XDiBJa51W334SMPyH1prPf/2clM9TWPLzkirv9d3Zl+mjpvO3qX9zLSULcPgwLFwIyclmokOn/v3hrrsgPh66dGmpKxCi7WhUwLACwHSt9dwGnmwocFlD96vlWBGYgBVnJSVjgke41jq/rn0lYPinH3b/wNwv5vK/df+jhBJXeofgDlx6wqVMi5jGmCFjCFJmPEdREbz4olnMafPmiuP06mXSbryxpa9AiNYtYBu9lVKxQG7l4KCU0kBCfaUMCRj+bfv+7Tz1wVO8tvU1th7eWuU9u83OjRE3ct2I6xjQbQBg2jheew0efRR+tppFnntOAoYQ3tZsAUMpNQTThuEACrTWzT5bkBUwIrXWuXVtJwEjMJTrclZuWclza5/jje/foKisyPVesArmguMuYNpp05h0zCTaB7enrAwyMkyp4+23qzaEv/aaGTneu3fLX4cQrYXXA4ZSajyQChRaD4AwTEN4gtZ6S+OyWu95Y4HZWuvIWt6Px2rvGDx4cOTWrVvdbSb81Prl65l19yxyI3LZ1XdXlffCOoUx5fgpXDrsUmLCY+jYrmrL908/wQknmAbxm26CO++EAQNaMvdCtA7NETCe1VrPqOW9O73RfuHmuDZgGTDek95SUsIIPOVl5ax+cjXL7l3G1rCt5Ebk8t3J31EUUlRlu64hXbnwuAu5dNilnH/s+XQN6crDD1edHbdDB1NdlZgIRx/dwhciRABrjoAxXWu9oJb36gwYVikhprb3LTnV2yiUUumYHlJ1NnY7ScAIXAWbCnh32rtsXbmVopAifhz2I9smbmN99/UcKTtSZduO7ToyMXwil55wGbadF/Fkso3llUYFtWtnxnDMmgXHHtvCFyJEAGqWgIEZvLcG036B9ToSM5DPa91qrfM1KFiABIxAp8s1OWk5ZCZmUrzfLBze7qh2dHm4C6u7r+a9n9/jQPGBKvu0C2rHmCFjODYomvXvjOOLN06DcjNMPCjIzGF1220tfilCBJRmafRWSp0GTMU0eodhRn1naq2XNTKftZ0nHVhkHR/rXGits+raTwJG67D31728l/Aemz7c5EobHjucsU+M5auDX/HGD2/wzo/vUHiksMa+Xdv1oNue89j+xTjYPI7V753IqJGyZpgQdWmxbrXWGAztrUbvaoP2qtBa1zkZtgSM1kNrzTcvf8NHt33EkUJTJdUprBOTnpzEyVeeTGl5KSu3ruTNH94kMz+TTQWb3B6nd+fejB06lrFDxjLm6HE8cf+xXHO14qyzWvJqhPBvLR0wcoBUb1dLNZQEjNbnwM4DfHjLh3yf8b0r7djJx3LB/AvoMaiHK+2Xvb/wyeZPWL5lOcvyl/H7/t/dH/BwKGyL4uj2kVw/MYprYiIZYjsaJQtziDasxQfuWd1uh2qtn/P6wT0kAaP1+uHNH3h/5vsc3GkW1OjQvQO3/HQLXft1rbGt1ppNBZtYvnk5y7csZ/nm5fxx6I9aj929XU/OGBxJ1IAoIgeYn4O6D5IgItqMZg0YSqkRzTXhYFNIwGjdDhccZunflrL+pfWcduNpTHnOs5WXynU53+36jpVbV7IqL4dlP2SzR30PQeW17mPraGNYr2Ec3/N4ju95vHne63jCQ8Pp0K6Dty5JCL/QHL2kTgMux/SSGumsfrJGftNcA/caQgJG27Bp6SYGnj6QjraKgXyOLQ66D+pOULBnDdxbfj/E/fPWsfizHIrCsmFADvT6oc4gAhCkghhqG+oKJsf1PI4htiEM7jGYQT0G0TWkZolHCH/XXL2kLsN0pZ2KGeENZurzoVrriY06qBdJwGibig8UM++keXTr340pC6fQe7jn84QUFppp1Z94Aoo5yOJP17HxQDbf7/6eH/f8yE9//FRlYaj6hHYMdQWPwd0HVzzvMZgB3QbQp0sfCSrC7zR3ldRQrfVm6/lpQJi3u9Y2hgSMtmnFAytY+eBKACY/M5mRM0c2+Bj790NODowZU5G2Z495ff0MByPP/4nN+37ixz9+5Kc9P/HTHz+xsWAjxWXFDT5X5/ad6dOlT8Wjcx/6du3ret27c2/COoVh62gjtFMoPTr0IDgouMHnEcJTTVkPY6PWut7xsf7YjiEBo20qOVTCJ//4hO0527km65oqy8E2xf33w8MPm+cDBpgpR6ZPh86dTVpZeRm/7P2FX/f9an7uNT9/2VfxfG/RXq/kpUeHHq4AEtox1PWze4fudAvpRteQrnTr0I1uId3o1sF6Xe155/adaR/cvv6TiTanKQGjHMjGVDUVYEZ151V67vyZrLWe6s1MN5UEjLatvLScoHYVbRh//PQH619cz3n3n0e7jg1fJPx//zNBY8uWirTeveGOO2DmTOjWrf5j7Cva5woeOw7sYNfBXeZxaBc7D+yseH1wF2W6rMF5bKh2Qe3o3L5znY9O7TrRsV1Hjx4dgjsQEhxCh3Yd6BDcwfWzelpIcAghwSGuNU+Ef2lKwMgExgOZmKARRsV63mHWTzCD9fyqnCwBQzjpcs1/z/0vv37+Kz2P78mUhVMYPHpwg49TUgKvvgr//GfFmhwAoaFw++1w663meVOV63IcRxzsPLCT3Yd24zjioPBwIYVHCik8XGheHzGvK7+3r2hfjelS/FmwCnYFj7oe7YPb0z6ovet5SHBIxeug9lXSnNtW38fde57+bBfUzu17wSq4VXa3blIbhrXq3WOYkkVS9TUvrFlks7XWx3gnu94hAUM4Hdx1kFcveJVt2dtMgoJRt4xi/D/HE9I1pO6d3Sgrg/R0s5jThg0V6W+8AZde6qVMN1K5LudQySH2F+1nf/F+DhQfcD2vnHa45DCHSg5VPEoPVX1dcoiDxQc5UnqkyuNw6WHfXqCfqSugePqzXVA787wR+zc0IA6xDaFdUN0lbK80eluD8ZKBZ7XWC6u9d5nW+g3PfsUtQwKGqKy8tJwv//0ln9z/CWVFprrHNsTGRQsuwh5tb9wxy+Hdd03bRlERfPONmeTQqaAAwsJq3z8Qaa0pLiuuEUiOlB6hqKyIotIiisuKXc/dpRWXFdf+KK/6uqSsxPwsL6n3dUlZCSXlJZSWl/r61+S3tv19G/279a9zG6/2krJmqo3FtFssr297X5GAIdzZ8/Me3r3xXX757BdX2ogbRjDx/yZWGcvREFrDrl3Qt29F2tdfw3nnmTU5kpJg0KCm5lx4SmtNaXlpjUDSlJ+l5aUN28cKXJ5uX9e25bru8UAN8cddf9Czc886t2mucRh3AVFAotba75a2k4AhaqPLNWvmrSFrVhYlB0sA6Nq/Kxc8ewHDLh7mlXNMmQJLlpjn7dvDtdfC7Nlgb1xhRrRh5bq8UUHOXcCcetJUQoLrroZtroAxBLgJuAtIq20FPl+RgCHq49jiYEn8EvIzK5ZZOemKk5j01CS69O7SpGN//rmpqlq6tCItOBj+8he4+24Y5p24JITX1RUwPO7XppQaoZS6Uym1VClVgGkEPw2YBaR4J6tCtBzbEBtXLb2KKc9PcVVHbXh9A/OGz+Pb176lKYNaR4+Gjz4yVVNTrGmuyspM99zhw2HqVMj3eDkwIfxDfd1q78QspxptJeUCi4EsrfXa5s9e40kJQzTE/u37+WDmB/z49o+utOMuPI4LUy+k2wAPBlnUY/1606sqI8O0eQQFwQ8/wHHHNfnQQnhVU0oYdwPhgAL+BUzXWv/L34OFEA3VrX83Ln/zcmIXx9K5txm+nZeZR9H+Iq8c/9RTYfFi0w33yivNo3KwKC42pREh/Fl9ASPNGl8RipmZ9m6l1Eal1CKl1DTn7LRWSUSIgKaU4sS4E7n5+5s5+cqTGfPgGHod38ur5xg+HF5+GV54oWr6iy/C6afDhAmwapVXTymE19RXJdVDa11jAhxrZb1oIA4z8jtUa113X60WJlVSoqm01lVG8uYuzKXkYAmjbhnltTmqzHlMIPmxojaM886D++6DceOgFQ4mFn6s0VVS7oKFlb5Za71Aaz3BKoHkeCGfQviVysHCsdXB0tuX8tFtH/HmVW96+TyQmWmmFuloDQVZuRKio03j+YcfmqAihK95a/avOC8dRwi/dGj3IVfbxojrRnj9+AMHwlNPwebNZkJD5yy4X34JkyfDqFGwaZPXTytEgzTLmt7+QKqkhLcVHyzm5yU/c9IVJ1VJ3/fbProP7O7Vc+3eDY8/Dk8/bdbn6NPHBBNnIBGiuTSqSkop1aMxjdlKqSHSCC5ao5AuITWCRX5WPk/an2T5fcspLfLeHEa9e5tZcbdsMdOq/+MfVYPFr7/CokVmbIcQLaXeRm/MhIMfa63rrLhVSnUHEjAr7s32ai4bQUoYormVl5XzzAnPULCxAIDew3szZeEUBp4xsNnPfcst8MwzZsT4PffAFVdAu4Yv8yFEDU2eGsSacDAO0JjBe3swCyfZMOM0woFCYI6/rLwnAUO0hB3rdvDODe+wY+0Ok6DgjNvPYOzDYwnp0vCp0z1RXAzHHGNKGU7HHGOmHLnqKjN3lRCN5bW5pKwSRxQViyjlAw5/WMO7OgkYoqWUlZTxxdwvWPnASsqKTR1RqD2Ui567iKFjhzbLOQ8ehNRUSEmBnTsr0ocONYHjmmsgpHnilWjlmmXyQX8nAUO0tN0/7ObdG9/lty9/c6VFxEcQkxJDxx6Nmzq9PocPw3PPwWOPwbZtFemDB8Pq1dCvX7OcVrRiXpl8sJ4TDLEmJxxitWUI0eb0PqE316+6nolPTKR9Z1MvlJuWy7wT5/Hz+z/Xs3fjdOpkxm/k5cG8eRXrbgwaVHV9DiG8oUklDGsVvlRM+0WhlRyGaeNI0FpvaWoGG0tKGMKXCvMLWTJ9CZuXb3alnXzlyUx6chKdezZf39jiYjPNyPHHw7nnVqR/+ink5EBCgnTNFXVrtioppdSzta2DoZS6U2s9t9EHbyIJGMLXtNasXbiWj+/4mKJ9ZhLDLn26cP7T5zM8dniVkeTNmw8TPD77zIznuOsumDEDujRtyQ/RSjVnlVRuE/cXotVSShExLYKZ38/kuIvM1LQHdx0k4/IM1jyzpsXysWdPRcP4rl0mYAwZAsnJcOBAi2VDtAJNbsNQSs1RSl2qlBpnPaYppZ4F/GoyQiF8pftR3bninSu49NVL6dSzE136duHkv5zcYufv1cusvfHKK3DCCSbtjz9g1iwTOObMMaPJhahPk3tJKaVOA6ZiutmGYbraZvq6q61USQl/dHDXQQryChh05iBXWvHBYg79cQjb0bZmP39ZmVnE6eGH4bvvKtL79zcrAHZsns5cIoDUVSXV5LGh1mJKsqCSEB7o0qcLXfpUbTxYfu9ychfkEp0czcgZI706dXp1wcFmedi4OHjzTXjoIfj2W7jkEgkWon7emq22BqXUuOY6thCtRUFeAV8/9TUlB0vY8OqGFjtvUBDExsK6dSZwzK42mc/8+Wb+qoKCFsuSCABN7SU1rY6347TWExt98CaSKikRKPIy8/jw1g+54u0r6DXMuyv8NcahQ2bE+K5d0K0b3HYb/O1vEBbm65yJltCcvaQmAJHAMW4e9iYeW4g2ITwmnJu/v7lKsNDlmg9u/YCd3+6sY8/msX27GSkOpjH8kUdM4/g995geV6LtamrAmAPkaq1nVX8As7yQP5RS0UqpPKWUtn5Ge+O4QviT6u0W2anZrHl6DWkRaax4YIVrjqqWEB4OX38N779vFm4CEzj++U8TOO6+2/SyEm1PkwKG1eCdVct7bzTl2JWkYmbKDcWM+8hUStm8dGwh/NKhPw6hghXlpeWsfHAlaZFp/L7m9xY7v1Jmpb+vvjJLxJ5+ukk/cMB0wx07VpaNbYua3Oittd5c/1aNo5SKwLSF5GqtHVpr51KwUpsqWrXz7juPaaun0fcUMyHUrg27WHjGQj6+62NKDpe0WD6UgkmTzFKxH30EZ5xh0v/6V/OeaFsaOr35NCBfa728WvoIzOJJDiC1ueaQUkrZMWM8wuvbVhq9RWtQVlzGZ8mf8enDn1JeUg5A2DFhTFk4haPPPbrF86M1LFtmphqpPH36jBmmgfzOO830IyJwebPRWwFxSqkbq6Uvx6yToYB0pdSQBueyvhObaqhkIMbbxxbCXwWHBHPefeeRkJvAUaOOAqBgUwEvnPcC79/8PkX7i1o0P0pBdHTVYPHzz5CWBv/6l+ldlZhoeliJ1qehASMSU5KYoZSqPBmODVN1NAtzQ0/wTvYMpVQyJljYMW0YbntgKaXilVLZSqns3bt3ezMLQvhUn5P6cMMXNxAzN4Z2ncx42+x52Tx70rNsWrrJp3k7cgTOOss8P3RIAkdr1tAqqWxgvNZ6rzW1udZaL1dKlWmtgyttd5fW+l/NkF+UUjlAgda6zpKGVEmJ1qpgUwHvTnuXrSu3utJOvfZUJv57Ip3COvkkT1rDJ5/AAw/AqlUV6Z07w803S1VVIPHmEq2PWaUI53Kt07XWc90EjFqnNldKxVJ/tVKO1jqtlv2Tgdj62jEkYIjWTJdrctJyyEzMpHh/MQBd+nbhwvkXMuxPw3yXr1oCxyWXmBHlwv95dS4ppdRYYDOmiihUKRVuktVYrfUn1mYja9tfa50BZHh4rlhr+8ps1NKVV4i2QgUpom6K4tgLjuW9hPfY9OEmDu48yK7vdvk0YCgF48aZbrcrVpjpRVatMjPjVlZebqYnEYGloX+yOcACzIy0dq31BExDdxIwWym1VCm1Ecj0Uv7sVokEcPWSslvnE6LN6zGoB395/y/86aU/MXT8UEYnjvZ1lgATOMaOhZUrYe3aigGAYILFOedIG0cgatRcUkqpHlrrvdXTgHjMyG+vTG1ujcNYABRgBSGtdYon+0qVlGhrtNZVVvHb99s+Pr7jY2LmxtBjUA8f5qyqN9+Eyy4zzzt3hltuMW0cvXv7Nl/C8OoSrdYstM4BdNla64VNzF+zkIAh2jKtNa9d9Bob399Ih+4duPmHm+k2oJuvswWY0eOJiTUbxyVw+AevjcNQSj2GaT+IwbRTzK7WvVYI4QfKisvo3LMzAMP+NMxvggWY0eIrV5oBgGefbdIOHYKUFNMdd9YsmavKX3lcwrBW1kvHjLdYWyndDlxaW68oX5EShhCwaekmjhp5VJXuto6tDroP7E5QsO9bnbWG5ctN4/jnn1ek33OPmSVXtDxvlTCiqBYsALTW+ZgpQYQQfuaYicdUCRbFB4t5adxLPD/6eXZ95/sWZ6Vg/HhTPZWZaQYAdu1q1t+orKTlps8SdWhIwCgA8mp5T6brECIAfPX4VxTmF/L76t9Ji0jj00c+payk5aZOr41zypHPPoP166Fnz4r3CgvBbod775UVAH2tIQEjC0hWSrkqQ5VS3ZVSz2LGRggh/NyZfz+TM+84ExWkKCsu45P7PmHByAVsz93u66wBJnDYq0388/jj8Ntv8Oijpo3jH/8Ah8Mn2WvzPA4YVjfaZcBepdQepdQeoBC4HC/PHSWEaB7tO7dnwtwJ3PjljfQ+0XRH2rl+JwtGLSBrdhalR0p9nMOazj23YhzHvn3w0ENmIacHHpDA0dIa063WhgkSPTBTnXtroSSvkkZvIepWWlTKqn+u4rN/fkZ5qZk6vefxPZmycAqDRw/2ce6q0tos5PSPf0Dlj7XNZto7brsNevjPUJOA5tVxGLWcoNa5o3xFAoYQntmxfgfv3vgu23OsaikFo24dxfhHxxPSNaTunVuY1mbp2AcegJycivTXX4epU32WrVal0QFDKTUfM6V5fexa6571b9ZyJGAI4bny0nK++L8vWPGPFZQVmUZw2xAbFy24CHu029UEfEpreO89U+IoLjYN5cHBFe8XFUGHDr7LXyBrSsB4zHq6p55zTK3tBL4iAUOIhvvjpz9498Z3+fXzX11pp914GhPmTqCjraMPc+ae1rBjB/TvX5GWm2uWlb3zTjO1epcuvstfIGpKwBiPmf5jb60bme0u87e2DAkYQjSOLtesmbeGrFlZlBw0AyD6jehHfG58lbmq/NWUKbBkiXnep4+ZhmTGDDP9iKhfowfuaa2X1RcsrO38KlgIIRpPBSlG3TKKmRtmYo8x1VFn3312QAQLgKuvhuHDzfNdu0xJw26HJ56Aw4d9mrWA55VGb38kJQwhmk5rTX5WPvZoe5WAsWP9Dvqe0tdvg0hZGaSnw4MPwo8/VqT37w+zZ8P06dDR/2rY/ILXJh8UQrQtSinCY8KrBIbfvzajxBf9aRH7t+33Ye5qFxwMV1wBGzbAyy/DcceZ9O3bTRfc/Hzf5i9QScAQQjRI1qwsdLlm00ebOOI44uvs1Ck4GK68Er77Dl58EcLDTSBxVlkBlJbKXFWekoAhhGiQuMVxnHzlyZx737n0Hh4Yi1e0awfXXGOqp55+uup7L78Mxx8Pzz8vgaM+0oYhhGiU6iv8rX9pPUccRxh1yyhUkH+2bVRXUmKCxebN5nV4ONx/P/zlLybItEXShiGE8Lrqy8F+eOuHfHTbR/z3nP/yx4+BswJSYiIMHGie5+XBtdeaKqtXXjGN56KCBAwhRJMd2HmATj3Nuhu/fvEr80fMZ9WcVX4xdXpd2reHm26CjRvhP/+pGAC4cSNcdRWcfDIsXgzl5b7Np7+QKikhhFcUHyxm+b3LWf3karBuK/1O68fFz19MvxH9fJs5Dx0+DKmp8NhjsHOnSevZ01RZdfOfVW6blVRJCSGaXUiXECY9PokbPr+BXif0AmDH2h0sGLmA5fcup7TI/6ZOr65TJ7j9dtPtdu5c6NXLVFlVDhZHjpgpSdoiKWEIIbyu9Egpnz7yKZ899hm6zNxjep3Qi4ufv5iBZwz0ce48d+CA6ZrbqWKVW26/3aw//tBDZs4qPx272GjNPr25P5KAIYTvbV+7nXdveJcd63aYBAWn33Y64x4ZR0gX/5o63RO//256UhUVmddnnGECR3R06wkcUiUlhPCJ/qf1Z9rX0xj3z3EEhwSDhtVPrGb+KfPZ/MlmX2evwbp1g1mzoHt38/qrr2DCBDjvPFixwqdZaxESMIQQzSq4fTDnzD6HhHUJDDzTVEcV5hfy0riXWJKwhOKDxT7Ooee6dzeLN23eDPfcA127mvRVq2DsWBg3Dj77zKdZbFYSMIQQLaL3Cb25ftX1THxiIu07twfgty9/I7h9cD17+p+wMHjkERM4EhMr2jg++QTuuKP1NopLwBBCtJig4CDOuO0MZmyYQfjEcKYsnGKqqgJUr16QnGwCx+23m1X+HnqoanuGs72jNZBGbyGEX9Bas2T6EsInhjM8drjfTp1el507zaJNlbM+bhz06GGmWj/lFN/lzVPS6C2E8HvfLfqOtQvXknF5BqufWu3r7DRK375Vg8Xy5aaa6u234dRT4fLL4fvvfZa9JpOAIYTwC8EhwXTq2YnOvTtzypUB8FXcA+HhcP31ZiwHmEWdTjrJTDuycaNv89YYUiUlhPAbB3cdZM/GPQwePdiVVnK4hEO7D9FjcA8f5qxpNm40bRuvvFLRIB4cbJaTvf9+GDrUt/mrTKqkhBABoUufLlWCBcCKf6xg3onzWDNvDbo8ML/gHnss/O9/ZiGnyy83aWVl8MILptE8UEjAEEL4LccWB1/++0uKDxTzwc0f8OLYF9mzcY+vs9VoJ5wAixbBN9/AJZeYXlV33111G39exEkChhDCb9mG2LjygyvpcbSpjtr66VbmnzKfz//1OeWlgTvn+Mknw5tvmkkOB1cqUB0+DMOGwd//Drt2+S5/tZGAIYTwa+ETwpm5YSajbh0FykxsmJWYxcIzF7Lz252+zl6TDBhQ9fWzz5og8vjjpl1j1izY40cFKgkYQgi/F9I1hPOfOp/rP72ensf1BGBb9jbSItNY8cAKyor9e6EmT515JowZY54fOmTaN4YONQ3jDocvc2ZIwBBCBIzBZw8mYV0Co5NGo4IV5SXlrHxwJWmRafy+5ndfZ6/JzjzTjNtYtgzOOsuk7d8PDz9sAscjj5jXvhJQAUMpla6USvR1PoQQvtO+U3uiH4tm2upp9D2lLwC7Nuxi4RkL+fiujyk57Metxh5yTmL44YcQZXVwdTjgvvvg1Vd9l6+ACRhKqVgg1tf5EEL4hwGRA5i+ZjpjHhpDUPsgdLnmy7lfMv+U+Wz9dKuvs9dkSpkFmr7+Gt55x4wUHzwYrruu6nZlLVgbFzABAxgJ5Ps6E0II/xEcEsx5951HQm4CR406CoCCTQW8cN4LbMve5uPceYdSMGUK5ObCp5+arrhOmzbBMceYxvLiFpglPiAChlUNNcd66fBhVoQQfqjPSX244YsbiJkbQ7uO7TjuouPoH9nf19nyqqAgOProqmkPPQRbtsDMmXDccfD881DajEun+33AUErZAYfW2uHrvAgh/FdQcBBn3XEWM76dwYXzL6wy2+2ejXs4XHDYh7lrHtHRMGSIeb51K9x4oxkc+PLLzVNV5fcBA0jQWqd5sqFSKl4pla2Uyt69e3dz50sI4YfCjgmj24BurtdlxWWkx6Yz78R5/Pj2jz7Mmfddcw389BPMnw8DzWKGbNpk5qg6+WQz2WG5F8c3+nXAUEpFA5mebq+1TtNaR2mto3r37t2MORNCBIrvFn/Hzm92cmDHAXas2+Hr7HhdSAgkJJgJDp980kyxDvDDD2beqpwc752rxWertXo7xdSzWY7WOk0plQfY3W2gta5zdRWZrVYIAWZhpm9e/oa1C9dy9cdXB/QKf544dAjmzYPHHoORI03X3Iaoa7bagJre3AogqVrrlPq2lYAhhKhMa12lXWP/tv18fMfHRKdE02NQ4E6dXpv9+6GwsOpcVZ6Q6c2FEG1e5WChteb9me+z4fUNzDtxHtmp2QE7dXptunVreLCoT0AEDKVUtFIqFVM9lSCjvYUQTVFeUk7HHh0BKN5fzPs3vc9L41+iIK/AxznzbwFVJdUQUiUlhKjPxg838l7Ce+z7dR8A7Tq1Y9wj4zj9ttMJCg6I79NeJ1VSQgjhxrHnH8vMDTOJmmHuj6WHS/n4jo95fvTz7PrODxek8DEJGEKINq1D9w5cMO8Crl1xLWHHhAHw++rfSYtI49NHPqWspHVMne4NEjCEEAIYct4Qblp/E2fecSYqSFFWXMYn933CgpEL2J673dfZ8wsSMIQQwtK+c3smzJ3AjV/eSO8TzeDfnet3smDUArJmZ1F6pBknagoAEjCEEKKao0YdRXxOPOfefy5B7YLQZZrPH/uc+SPmt4qFmhpLAoYQQrjRrkM7xj44lviceNfMtwUbC1rdeI2GaOfrDAghhD/re0pfpn01jS///SVH9h5h4OkDfZ0ln5GAIYQQ9QhqF8ToxNE10r9/43s2fbiJCXMn0NHW0Qc5a1kSMIQQohEO7TnEBzM/4OCug2xbs42EtQmooDrnRA140oYhhBCNUFZURr8R/QA4K/GsVh8sQEoYQgjRKN0GdOPKj64kb2ke4RPDq7y389ud9DmpT5UJD1sDKWEIIUQjKaU4ZtIxVQLD9tztpJ6WyqI/LWL/tv0+zJ33ScAQQggvypqVhS7T/PTuTzwz/BlyF+bSWiZ5lYAhhBBedNmrl3HylScDULS3iCXTlvDyhJcp3Fzo45w1nQQMIYTwos69OnPpy5fy5/f+TLejugGQn5XPsyc9y+qnVgf0wD8JGEII0QyOu+A4Zn43k4j4CABKDpXw0W0f8d9z/ssfP/7h49w1jgQMIYRoJh17dOSi1Iu4Ztk12IbaAPj1i1+ZP2I+nz32GeWl5b7NYANJwBBCiGY2dNxQZnw7g9NvPx2UGcOxbPYynjv9OXas3+Hr7HlMAoYQQrSAkC4hTHp8Ejd8fgO9TugFmC64C6IWsPy+5ZQW+f/U6RIwhBCiBQ06cxAJuQmcc885qGBFeWk5qx5ZxdK/L/V11uolAUMIIVpYu47tGPfIOOKz4+l3Wj9CuoVw9qyzfZ2tesnUIEII4SP9RvRj2upp7Pp2Fz0G9XCll5WUsW3NNgadNciHuatJShhCCOFDwe2D6R/Rv0raF//6gudHP8+ShCUUHyj2Uc5qkoAhhBB+pGh/EV/+35cA/LLqF4La+89t2n9yIoQQgg7dOjB9zXTsMXYufv5i2nXwn5YDCRhCCOFnQu2hXP3x1Qw8o+pysO/PfJ/v0r/z2WSGEjCEECIA/PDmD2Q/m03G5Rksvmwx+7e3/NTpEjCEECIQKOjUsxMAP771I/OGz2PdC+tatLQhAUMIIQLACZecwM3f38yJU08E4IjjCO9c/w6vnP8Ke3/Z2yJ5kIAhhBABokufLsS+HsvUt6bStV9XAPKW5jHvxHmsmbem2adOl4AhhBABZtifhjHz+5mMuH4EAMUHivng5g94ceyL7Nm4p9nOKwFDCCECUKfQTlz8/MVctfQqehxtRolv/XQr80+Zz+f/+rxZpk6XgCGEEAEsfEI4M76dwchbRgJQeqSUrMQsFp65kJ3f7vTquSRgCCFEgOvQrQOT/zOZ61ddT8/jegKwLXsbaZFprHxopdd6UknAEEKIVmLw2YNJWJfA6KTRqCBFeUk5h/YcQinlleNLwBBCiFakfaf2RD8WzbTV0zh+yvGMf3S8147tP5OU1EIplQiEAw4ryQaka62zfJUnIYTwdwOiBnDFO1d49Zh+HzCAqUA+EIYJFlT6KYQQooUEQsDI11rH+ToTQgjR1gVCG0aBrzMghBAiMAJGmFIqVSlVaD2SfZ0hIYRoiwIhYACkAkOBJCDRagivQSkVr5TKVkpl7969u0UzKIQQrZ3y1UIcjaWUSgfsWuvIuraLiorS2dnZLZQrIYRoHZRSOVrrKHfvtXijt1IqFoipZ7McrXVaLe+tQXpJCSFEi2vxgKG1zgAyPNlWKRWhtc6tltwTSPd6xoQQQtTJ39swopVSEc4XSik7pjqqttKHEEKIZuLv4zAygFRrHpR8TFWVjMkQQggfCLhGb08ppXYDWz3cvBfwRzNmp6W1tuuB1ndNcj3+r7Vdk6fXc7TWure7N1ptwGgIpVR2bb0CAlFrux5ofdck1+P/Wts1eeN6/L0NQwghhJ+QgCGEEMIjEjCM1tbrqrVdD7S+a5Lr8X+t7ZqafD3ShiGEEMIj/t6tVrQx1libJCBPa53i5r1o6+VirbWjhbPXYLVdjywMJgJRmw4YgXgDqkug34SUUplU/D2Sqr0XC4wE5ljb5CilIv35b1bX9RDgC4MppWzufveB+plydz2B+HlSSkVjJmu1Y/6/Eirnt6l/nzbbhmHdgBKAxZg1N3KUUjafZqrppmJuQHYgwvpp82WGGigXCLV+VrdAa52ktXZY08vkA7NbNHcNV9f15Gut46xHjPXwaMocX7KWGtCAc7mB+ErvBdxnqq7rITA/T6lAHBX/d5nOv4FX/j5a6zb5AAqrvc4Ekn2dryZeU7qv8+Cl68gBEiu9jsaM8q+8TWL1NH99VL8eKy3V1/lqxHVEWJ8Tm/VIBTRmup6A+0x5cD0B9XmyrieiWppX/z5tsoRhFdvyqyVXrj4IVK11dcIIal6bA///tleXQFwYzI6p4nBYjwQrPTpAP1O1Xo/1M6A+T1rrXF1pslar+ilfa53vrb9PmwwYtM4bEATmTcgTPd2kFWCqCwKZRwuD+QutdYbWuvpNByCbAPxM1XM9EMCfJ6uqKZmKpSS88vdpqwGjtd6AIMBuQk0UUN8AK9Om7SLX+mabhploc6qv89UQVp2481ttwH+mql2PU8B9nqzAlowpQWVaJQ2v/H3aasCoTcDegKB13IRqkUfNf+wwahaxA9kaAuj/z/oGOxsYX8+mAXFN7q4nUD9P2nQOSdBmVVIHJujVpkF/n7YaMNrCDQgC7CZUh3xMkbqycEwdbMCpvMZLJYG2MNgCIE5XdMsM9M9U9etxJxA/T1mYkoZX/j5tNWC0qhsQtJqbUGWuIrQ2/cgdVpWBUzSBNXVD5SqBgF4YTCmVDiRVq/8P2M+Uu+sJxM9Ttc+Hkw0TNLzy92mTA/e01llKKYdSKlZX9H2Ppv7itT+LVkrhrH+tdBOqPmDMb1k9OWKw+rxbC2fNsb71RQLJSqmR1ubT6/k26HO1XQ8BvDCYdXNdBNism2oYBO5nqrbrASIC8PNkr/z7d+YZq+Tkjb9Pm51LyvplJlNRJFuka64fHjCs63HWVTpvQgHxjVUEBqVUKhDv7j2ttQq0z1Rd14P59h1Qnycr4C3AVJtlAuiq09E0+e/TZgOGEEKIhmmrbRhCCCEaSAKGEEIIj0jAEEII4REJGEIIITwiAUMIIYRHJGAIIYTwiAQMITyklIpVSuXVNgGdUio5ECanE6KxJGAI4TmH9TO5+tQR1qCoWF1tHfLmopSKrrY6nBDNTgKGEB6y5rRyri9QfW2EZMzSmC0lmcCbCE8EOAkYQjSANUFdAhWrzDnnjFpTbbUzm1IqvpYJ4bzBjvu1woVoNhIwhGgga06hXCpKGUnV5uyJx8zps9h6nWett+CsSkq10vIqBx2lVLpSKlMpFWGt8FajPcQKRMmYWUiTmzEgCVGDzCUlRCNYbRg5mKmjU6vNEJqjtQ6ttG2etU2KUirdOTOtdeOP1VqHV3odjwk0OYDNXZuIFWSSrQVyhGgxbXJ6cyGaSmudq5TKAqK11jGV3oqmZttCPjDS2q9yO0cepmrJaY+1TUI9p7dTse60EC1GAoYQjZcLRFVLiwTCrNICmCCQjnWDt6qrbNa+7m76nqyAFoNZw0GIFiUBQ4imqV6acIBZV7n6hlZ7Q1KlKih79W08FIFZiEmIFiWN3kI0TfV1klMxq7c5F99xNlTbrW3DrNc2anbN9ZTdOq40eIsWJQFDiEawejDFY4JDsrO0YHW7jcQsl1loLQE6G1MSWYyphtpspaVax3L2dppq7Zfs7FXl5rw2TCkmutJSm0K0COklJYQQwiNSwhBCCOERCRhCCCE8IgFDCCGERyRgCCGE8IgEDCGEEB6RgCGEEMIjEjCEEEJ4RAKGEEIIj0jAEEII4REJGEIIITwiAUMIIYRH/h9szIXYQJOCSgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x324 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x324 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plots.figure4(Ms, **opts)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "aee2be8a",
   "metadata": {},
   "source": [
    "## Save parameters so that calibration can easily be recreated"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "55bfcf51",
   "metadata": {},
   "outputs": [],
   "source": [
    "with open('solved_params.json', \"w\") as json_file:\n",
    "    json.dump(params, json_file, indent=4)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
